{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "5f0d19d1-b2cd-4c2b-849e-861bdf86cff1", "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from sklearn.model_selection import train_test_split\n", "import networkx as nx\n", "from collections import defaultdict\n", "import plotly.graph_objects as go\n", "from imblearn.over_sampling import SMOTE\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import classification_report\n", "from xgboost import XGBClassifier\n", "import pandas as pd\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA " ] }, { "cell_type": "code", "execution_count": 2, "id": "9601caa9-9e05-4b82-b389-92b7194baf28", "metadata": { "tags": [] }, "outputs": [], "source": [ "data = pd.read_excel(\"/Users/zheguan/CWR_fig/Customer_Churn_Data_Large.xlsx\", sheet_name= None)" ] }, { "cell_type": "markdown", "id": "e001fc80-3e24-4f11-8df1-1f1ae9842553", "metadata": {}, "source": [ "## Customer_Demographics Sheet" ] }, { "cell_type": "code", "execution_count": 3, "id": "1e9af538-0a2d-4c06-a231-55febb27a15f", "metadata": { "tags": [] }, "outputs": [], "source": [ "Customer_Demographics = pd.merge(data['Customer_Demographics'], data['Churn_Status'], how=\"left\", on=\"CustomerID\")\n", "#train_data, test_data = train_test_split(Customer_Demographics, test_size=0.2, random_state=42, stratify=Customer_Demographics['ChurnStatus'])" ] }, { "cell_type": "code", "execution_count": 4, "id": "a857cb14-1363-476e-b154-412aea0576f4", "metadata": { "tags": [] }, "outputs": [], "source": [ "Customer_Demographics[\"Age_range\"]= pd.cut(Customer_Demographics[\"Age\"],\n", " bins = [15, 20, 30, 40, 50, 60, np.inf],\n", " labels = [\"15-20\", \"20-30\", \"30-40\", \"40-50\", \"50-60\", \"60+\"])" ] }, { "cell_type": "code", "execution_count": 5, "id": "647f3158-341a-4c76-82d7-3f453723739a", "metadata": { "tags": [] }, "outputs": [], "source": [ "Age_distribution = pd.crosstab(Customer_Demographics[\"Age\"],Customer_Demographics[\"ChurnStatus\"],normalize=\"index\").reset_index()" ] }, { "cell_type": "code", "execution_count": 6, "id": "7c188d66-e06d-4cf0-8a1b-ecb62ecbeebc", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(Age_distribution[\"Age\"],Age_distribution[1])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "id": "944a8d54-d553-416b-8128-491d40da6ef3", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "Agerange_distribution = pd.crosstab(Customer_Demographics[\"Age_range\"],Customer_Demographics[\"ChurnStatus\"],normalize=\"index\").reset_index()\n", "plt.plot(Agerange_distribution[\"Age_range\"],Agerange_distribution[1])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "3283c155-9b1d-435b-8abb-baeaa5d84716", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "0.204" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "average_churn_rate = sum(Customer_Demographics['ChurnStatus'])/Customer_Demographics.shape[0]\n", "average_churn_rate" ] }, { "cell_type": "code", "execution_count": 9, "id": "bac4d4d5-da78-44f3-ba2a-34fc2f93b0b3", "metadata": { "tags": [] }, "outputs": [], "source": [ "def cal_Zscore(Customer_Demographics, input_col, target_col):\n", " average_churn_rate = sum(Customer_Demographics[target_col])/Customer_Demographics.shape[0]\n", " \n", " Distribution = pd.crosstab(Customer_Demographics[input_col],Customer_Demographics[target_col],normalize=\"index\").reset_index()\n", " Distribution['number'] = Distribution[input_col].map(Customer_Demographics.groupby(input_col).size().astype(float))\n", " Distribution[\"sigma\"] = Distribution[0]*Distribution[1]/Distribution['number'].astype(float)\n", " Distribution[\"Zscore_\"+input_col+\"diff\"] = (Distribution[1]-average_churn_rate)/Distribution[\"sigma\"]\n", " \n", " df = pd.merge(Customer_Demographics, Distribution[[input_col, \"Zscore_\"+input_col+\"diff\"]], how = \"left\", on = input_col)\n", " \n", " return df,Distribution,average_churn_rate" ] }, { "cell_type": "code", "execution_count": 10, "id": "62371956-2102-4b5d-b7f2-79fa28bc0f25", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/pt/0nf2m3pj1f3b373wsyfc6glh0000gn/T/ipykernel_4706/1435638261.py:5: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " Distribution['number'] = Distribution[input_col].map(Customer_Demographics.groupby(input_col).size().astype(float))\n" ] } ], "source": [ "Gender_Distribution = cal_Zscore(Customer_Demographics, \"Gender\", \"ChurnStatus\")[1]\n", "Age_rangeDistribution = cal_Zscore(Customer_Demographics, \"Age_range\", \"ChurnStatus\")[1]\n", "MaritalStatus_Distribution = cal_Zscore(Customer_Demographics, \"MaritalStatus\", \"ChurnStatus\")[1]\n", "IncomeLevel_Distribution = cal_Zscore(Customer_Demographics, \"IncomeLevel\", \"ChurnStatus\")[1]" ] }, { "cell_type": "code", "execution_count": 11, "id": "cfd1682a-f73c-4675-8f54-53a3cf604daa", "metadata": { "tags": [] }, "outputs": [], "source": [ "distributions = {\n", " \"Gender\": Gender_Distribution,\n", " \"Age_range\":Age_rangeDistribution,\n", " \"MaritalStatus\":MaritalStatus_Distribution,\n", " \"IncomeLevel\":IncomeLevel_Distribution\n", "}\n", "\n", "def merge_distribution(ori_df, dic):\n", " \n", " data = ori_df\n", "\n", " for key, distribution in dic.items():\n", " data = pd.merge(data, distribution[[key,\"Zscore_\"+key+\"diff\"]], how=\"left\", on = key)\n", " \n", " return data \n", "\n", "enhanced_Customer_Demographics = merge_distribution(Customer_Demographics, distributions) " ] }, { "cell_type": "code", "execution_count": 12, "id": "cb332d3c-0c2f-44ef-95dd-8635124a1050", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDAgeGenderMaritalStatusIncomeLevelChurnStatusAge_rangeZscore_GenderdiffZscore_Age_rangediffZscore_MaritalStatusdiffZscore_IncomeLeveldiff
0162MSingleLow060+21.8987963.0714780.86011433.051301
1265MMarriedLow160+21.8987963.07147838.16131633.051301
2318MSingleLow015-2021.8987962.2382000.86011433.051301
3421MWidowedLow020-3021.898796-17.033005-14.64043233.051301
4521MDivorcedMedium020-3021.898796-17.033005-30.394573-9.421698
....................................
99599654FSingleLow050-60-23.09653920.9518410.86011433.051301
99699719MWidowedHigh015-2021.8987962.238200-14.640432-27.049698
99799847MMarriedLow040-5021.8987966.25733738.16131633.051301
99899923MWidowedHigh020-3021.898796-17.033005-14.640432-27.049698
999100034MWidowedLow030-4021.898796-19.062154-14.64043233.051301
\n", "

1000 rows × 11 columns

\n", "
" ], "text/plain": [ " CustomerID Age Gender MaritalStatus IncomeLevel ChurnStatus Age_range \\\n", "0 1 62 M Single Low 0 60+ \n", "1 2 65 M Married Low 1 60+ \n", "2 3 18 M Single Low 0 15-20 \n", "3 4 21 M Widowed Low 0 20-30 \n", "4 5 21 M Divorced Medium 0 20-30 \n", ".. ... ... ... ... ... ... ... \n", "995 996 54 F Single Low 0 50-60 \n", "996 997 19 M Widowed High 0 15-20 \n", "997 998 47 M Married Low 0 40-50 \n", "998 999 23 M Widowed High 0 20-30 \n", "999 1000 34 M Widowed Low 0 30-40 \n", "\n", " Zscore_Genderdiff Zscore_Age_rangediff Zscore_MaritalStatusdiff \\\n", "0 21.898796 3.071478 0.860114 \n", "1 21.898796 3.071478 38.161316 \n", "2 21.898796 2.238200 0.860114 \n", "3 21.898796 -17.033005 -14.640432 \n", "4 21.898796 -17.033005 -30.394573 \n", ".. ... ... ... \n", "995 -23.096539 20.951841 0.860114 \n", "996 21.898796 2.238200 -14.640432 \n", "997 21.898796 6.257337 38.161316 \n", "998 21.898796 -17.033005 -14.640432 \n", "999 21.898796 -19.062154 -14.640432 \n", "\n", " Zscore_IncomeLeveldiff \n", "0 33.051301 \n", "1 33.051301 \n", "2 33.051301 \n", "3 33.051301 \n", "4 -9.421698 \n", ".. ... \n", "995 33.051301 \n", "996 -27.049698 \n", "997 33.051301 \n", "998 -27.049698 \n", "999 33.051301 \n", "\n", "[1000 rows x 11 columns]" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enhanced_Customer_Demographics" ] }, { "cell_type": "code", "execution_count": 13, "id": "60dd4c2a-6fbe-4788-ba7f-34dbe5d25296", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_df = pd.get_dummies(enhanced_Customer_Demographics, columns=[\"Gender\", \"Age_range\", 'MaritalStatus', 'IncomeLevel']).corr()\n", "\n", "plt.figure(figsize=(13, 13))\n", "sns.heatmap(corr_df, annot=True, cmap='coolwarm')" ] }, { "cell_type": "markdown", "id": "b8c88c34-7788-4ac1-b19e-8c6fcbd3b28f", "metadata": {}, "source": [ "## Cusomer Service sheet" ] }, { "cell_type": "code", "execution_count": 14, "id": "d63c6cd6-42b8-4833-8995-b543026d0ae0", "metadata": { "tags": [] }, "outputs": [], "source": [ "Customer_Service = data['Customer_Service']\n", "Customer_Service = pd.merge(Customer_Service, data['Churn_Status'], how = \"left\", on = \"CustomerID\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "a5cb96b3-a1a0-46d1-b5aa-a519bdd49186", "metadata": { "tags": [] }, "outputs": [], "source": [ "prob_InteractionType = Customer_Service.groupby([\"InteractionType\",\"ChurnStatus\"])[\"CustomerID\"].nunique().unstack().reset_index()\n", "prob_InteractionType[\"churn_rate\"] = prob_InteractionType[1]/(prob_InteractionType[1]+prob_InteractionType[0])" ] }, { "cell_type": "code", "execution_count": 16, "id": "13462593-f4bb-4773-ac0f-d032ee97e132", "metadata": { "tags": [] }, "outputs": [], "source": [ "prob_InteractionType[\"sigma\"] = prob_InteractionType[\"churn_rate\"]*(1-prob_InteractionType[\"churn_rate\"])/(prob_InteractionType[0]+prob_InteractionType[1]).apply(np.sqrt)" ] }, { "cell_type": "code", "execution_count": 17, "id": "32c96866-d0a6-4908-9c4d-05e479975459", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDInteractionType1346911121314...977978980983984985986988992994
0ComplaintNaNNaNNaNNaNNaNNaNNaN1.01.0...1.01.01.02.01.0NaN1.01.0NaN2.0
1FeedbackNaNNaNNaN1.0NaN2.01.0NaN1.0...NaNNaNNaNNaNNaN2.0NaNNaN1.0NaN
2Inquiry1.01.02.0NaN1.0NaN1.0NaNNaN...1.0NaNNaNNaNNaNNaN1.01.0NaNNaN
\n", "

3 rows × 526 columns

\n", "
" ], "text/plain": [ "CustomerID InteractionType 1 3 4 6 9 11 12 13 14 ... \\\n", "0 Complaint NaN NaN NaN NaN NaN NaN NaN 1.0 1.0 ... \n", "1 Feedback NaN NaN NaN 1.0 NaN 2.0 1.0 NaN 1.0 ... \n", "2 Inquiry 1.0 1.0 2.0 NaN 1.0 NaN 1.0 NaN NaN ... \n", "\n", "CustomerID 977 978 980 983 984 985 986 988 992 994 \n", "0 1.0 1.0 1.0 2.0 1.0 NaN 1.0 1.0 NaN 2.0 \n", "1 NaN NaN NaN NaN NaN 2.0 NaN NaN 1.0 NaN \n", "2 1.0 NaN NaN NaN NaN NaN 1.0 1.0 NaN NaN \n", "\n", "[3 rows x 526 columns]" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "avg_prob_InteractionType = prob_InteractionType[1].sum() / (prob_InteractionType[0].sum() + prob_InteractionType[1].sum())\n", "prob_InteractionType[\"Zscore_InteractionType\"] = (prob_InteractionType[\"churn_rate\"]- avg_prob_InteractionType)/prob_InteractionType[\"sigma\"]\n", "Customer_Service[Customer_Service[\"ChurnStatus\"] == 0].groupby([\"InteractionType\",\"CustomerID\"]).size().unstack().reset_index()" ] }, { "cell_type": "code", "execution_count": 18, "id": "b1d3082b-2ed8-47c1-861e-0d1b846c35dc", "metadata": { "tags": [] }, "outputs": [], "source": [ "Customer_Service[\"Status\"] = Customer_Service[\"InteractionType\"] +\"_\"+ Customer_Service[\"ResolutionStatus\"]" ] }, { "cell_type": "code", "execution_count": 19, "id": "504d4259-4f3d-4f2f-8228-b357eb569993", "metadata": { "tags": [] }, "outputs": [], "source": [ "final_status = (Customer_Service.groupby(\"CustomerID\", group_keys=False)[[\"ChurnStatus\"]]\n", " .apply(lambda x : x.iloc[-1] )\n", " .reset_index()\n", " .rename(columns={\"ChurnStatus\": \"Status\"}))" ] }, { "cell_type": "code", "execution_count": 20, "id": "a7431db6-0b5a-4caf-bdc2-c2eaeeb8afc9", "metadata": { "tags": [] }, "outputs": [], "source": [ "combined_Customer_Service = (pd.concat([Customer_Service,final_status])\n", " .sort_values(by=[\"CustomerID\",\"InteractionDate\"], ascending = [True, True], na_position=\"last\")\n", " )\n", "combined_Customer_Service[\"Status\"] = combined_Customer_Service[\"Status\"].replace({0:\"Retained\",1:\"Churned\"})" ] }, { "cell_type": "code", "execution_count": 21, "id": "55bf97d1-72b7-4150-a7d4-5c53b3c8e105", "metadata": { "tags": [] }, "outputs": [], "source": [ "Customer_Service_enhanced = Customer_Service.sort_values(by=[\"CustomerID\", \"InteractionDate\"]) \\\n", " .groupby(\"CustomerID\").agg(\n", " First_Interation=('InteractionDate','min'),\n", " Last_Interation=('InteractionDate','max'),\n", " Last_Status = ('Status','last')\n", " )\n", "\n", "Customer_Service_enhanced['Duration_Interation'] = \\\n", " (Customer_Service_enhanced['Last_Interation'] - Customer_Service_enhanced['First_Interation']) " ] }, { "cell_type": "code", "execution_count": 22, "id": "775d3a1d-fa37-48c6-83f0-1369188baa11", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDInteractionDateInteraction_CountRolling_Interaction_CountChurnStatus
122022-03-1711.01
582022-09-1312.01
12162022-09-0812.01
14182022-11-0811.01
21262022-12-1211.01
27332022-05-3011.01
34412022-02-2611.01
43612022-04-1011.01
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" ], "text/plain": [ " CustomerID InteractionDate Interaction_Count Rolling_Interaction_Count \\\n", "1 2 2022-03-17 1 1.0 \n", "5 8 2022-09-13 1 2.0 \n", "12 16 2022-09-08 1 2.0 \n", "14 18 2022-11-08 1 1.0 \n", "21 26 2022-12-12 1 1.0 \n", "27 33 2022-05-30 1 1.0 \n", "34 41 2022-02-26 1 1.0 \n", "43 61 2022-04-10 1 1.0 \n", "46 68 2022-06-06 1 2.0 \n", "48 71 2022-04-13 1 2.0 \n", "\n", " ChurnStatus \n", "1 1 \n", "5 1 \n", "12 1 \n", "14 1 \n", "21 1 \n", "27 1 \n", "34 1 \n", "43 1 \n", "46 1 \n", "48 1 " ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "Customer_Service[\"InteractionDate\"] = pd.to_datetime(Customer_Service[\"InteractionDate\"])\n", "Customer_Service = Customer_Service.sort_values(by=[\"CustomerID\", \"InteractionDate\"])\n", "\n", "daily_interactions = Customer_Service.groupby([\"CustomerID\", \"InteractionDate\"]).agg(\n", " Interaction_Count=(\"InteractionID\", \"count\") \n", ").reset_index()\n", "\n", "daily_interactions[\"Rolling_Interaction_Count\"] = daily_interactions.groupby(\"CustomerID\")[\"Interaction_Count\"] \\\n", " .rolling(window=7, min_periods=1).sum().reset_index(level=0, drop=True)\n", "\n", "max_interaction_7d = daily_interactions.loc[daily_interactions.groupby(\"CustomerID\")[\"Rolling_Interaction_Count\"].idxmax()]\n", "\n", "test = max_interaction_7d.merge(data[\"Churn_Status\"], how = \"left\" ,on = \"CustomerID\")\n", "test[test['ChurnStatus'] == 1].head(10)" ] }, { "cell_type": "code", "execution_count": 23, "id": "5c3662bb-0a23-4bf9-9409-5357cfa5a111", "metadata": { "tags": [] }, "outputs": [], "source": [ "Customer_Service.groupby(\"CustomerID\")['InteractionType'].value_counts().unstack()\n", "Customer_Service.groupby(\"CustomerID\")['ResolutionStatus'].value_counts().unstack()\n", "Customer_Service.groupby(\"CustomerID\")['Status'].value_counts().unstack()\n", "interaction_statistics = pd.concat([Customer_Service.groupby(\"CustomerID\")['InteractionType'].value_counts().unstack(), Customer_Service.groupby(\"CustomerID\")['ResolutionStatus'].value_counts().unstack(), Customer_Service.groupby(\"CustomerID\")['Status'].value_counts().unstack() ], axis = 1).fillna(0)" ] }, { "cell_type": "code", "execution_count": 24, "id": "3d403327-1dbf-4e7f-8e22-0cac91ba8e76", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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RetainedChurnedInquiry_ResolvedInquiry_UnresolvedFeedback_ResolvedFeedback_UnresolvedComplaint_ResolvedComplaint_Unresolved
Retained1.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
Churned0.0000001.0000000.0000000.0000000.0000000.0000000.0000000.000000
Inquiry_Resolved0.5773810.1309520.0535710.0357140.0476190.0773810.0357140.041667
Inquiry_Unresolved0.5467630.1223020.0647480.0287770.0647480.0503600.0647480.057554
Feedback_Resolved0.5075380.1557790.0351760.0502510.0552760.0753770.0402010.080402
Feedback_Unresolved0.5465840.1428570.0434780.0372670.1055900.0621120.0372670.024845
Complaint_Resolved0.5128210.1153850.0320510.0384620.0833330.0705130.0512820.096154
Complaint_Unresolved0.4636870.1787710.0949720.0614530.0782120.0391060.0223460.061453
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" ], "text/plain": [ " Retained Churned Inquiry_Resolved \\\n", "Retained 1.000000 0.000000 0.000000 \n", "Churned 0.000000 1.000000 0.000000 \n", "Inquiry_Resolved 0.577381 0.130952 0.053571 \n", "Inquiry_Unresolved 0.546763 0.122302 0.064748 \n", "Feedback_Resolved 0.507538 0.155779 0.035176 \n", "Feedback_Unresolved 0.546584 0.142857 0.043478 \n", "Complaint_Resolved 0.512821 0.115385 0.032051 \n", "Complaint_Unresolved 0.463687 0.178771 0.094972 \n", "\n", " Inquiry_Unresolved Feedback_Resolved \\\n", "Retained 0.000000 0.000000 \n", "Churned 0.000000 0.000000 \n", "Inquiry_Resolved 0.035714 0.047619 \n", "Inquiry_Unresolved 0.028777 0.064748 \n", "Feedback_Resolved 0.050251 0.055276 \n", "Feedback_Unresolved 0.037267 0.105590 \n", "Complaint_Resolved 0.038462 0.083333 \n", "Complaint_Unresolved 0.061453 0.078212 \n", "\n", " Feedback_Unresolved Complaint_Resolved \\\n", "Retained 0.000000 0.000000 \n", "Churned 0.000000 0.000000 \n", "Inquiry_Resolved 0.077381 0.035714 \n", "Inquiry_Unresolved 0.050360 0.064748 \n", "Feedback_Resolved 0.075377 0.040201 \n", "Feedback_Unresolved 0.062112 0.037267 \n", "Complaint_Resolved 0.070513 0.051282 \n", "Complaint_Unresolved 0.039106 0.022346 \n", "\n", " Complaint_Unresolved \n", "Retained 0.000000 \n", "Churned 0.000000 \n", "Inquiry_Resolved 0.041667 \n", "Inquiry_Unresolved 0.057554 \n", "Feedback_Resolved 0.080402 \n", "Feedback_Unresolved 0.024845 \n", "Complaint_Resolved 0.096154 \n", "Complaint_Unresolved 0.061453 " ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "chains = combined_Customer_Service.groupby(\"CustomerID\")[\"Status\"].apply(list)\n", "transform = defaultdict(lambda: defaultdict(int))\n", "\n", "for i in chains:\n", " #print(i[0])\n", " for k in range(len(i)-1):\n", " src = i[k]\n", " des = i[k+1]\n", " transform[src][des] += 1\n", " #print(src,des)\n", "\n", "transform_count = pd.DataFrame(transform).T\n", "transform_prob = transform_count.div(transform_count.sum(axis=1), axis=0)\n", "transform_prob\n", "transform_prob.loc[\"Retained\"] = [1,0,0,0,0,0,0,0]\n", "transform_prob.loc[\"Churned\"] = [0,1,0,0,0,0,0,0]\n", "\n", "\n", "expected_order = [\"Retained\", \"Churned\", \"Inquiry_Resolved\", \"Inquiry_Unresolved\" , \"Feedback_Resolved\", \"Feedback_Unresolved\", \"Complaint_Resolved\", \"Complaint_Unresolved\"]\n", "\n", "transform_prob = transform_prob.reindex(index=expected_order, columns=expected_order)\n", "transform_prob" ] }, { "cell_type": "code", "execution_count": 25, "id": "935a7d1c-d4fe-47ee-b2e9-a8db220c6242", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDInteractionIDInteractionDateInteractionTypeResolutionStatusChurnStatusStatus
016363.02022-03-31InquiryResolved0.0Inquiry_Resolved
01NaNNaTNaNNaNNaNRetained
123329.02022-03-17InquiryResolved1.0Inquiry_Resolved
12NaNNaTNaNNaNNaNChurned
239976.02022-08-24InquiryResolved0.0Inquiry_Resolved
........................
10009948508.02022-05-14ComplaintUnresolved0.0Complaint_Unresolved
9999943087.02022-07-02ComplaintUnresolved0.0Complaint_Unresolved
666994NaNNaTNaNNaNNaNRetained
10019959101.02022-05-02InquiryResolved1.0Inquiry_Resolved
667995NaNNaTNaNNaNNaNChurned
\n", "

1670 rows × 7 columns

\n", "
" ], "text/plain": [ " CustomerID InteractionID InteractionDate InteractionType \\\n", "0 1 6363.0 2022-03-31 Inquiry \n", "0 1 NaN NaT NaN \n", "1 2 3329.0 2022-03-17 Inquiry \n", "1 2 NaN NaT NaN \n", "2 3 9976.0 2022-08-24 Inquiry \n", "... ... ... ... ... \n", "1000 994 8508.0 2022-05-14 Complaint \n", "999 994 3087.0 2022-07-02 Complaint \n", "666 994 NaN NaT NaN \n", "1001 995 9101.0 2022-05-02 Inquiry \n", "667 995 NaN NaT NaN \n", "\n", " ResolutionStatus ChurnStatus Status \n", "0 Resolved 0.0 Inquiry_Resolved \n", "0 NaN NaN Retained \n", "1 Resolved 1.0 Inquiry_Resolved \n", "1 NaN NaN Churned \n", "2 Resolved 0.0 Inquiry_Resolved \n", "... ... ... ... \n", "1000 Unresolved 0.0 Complaint_Unresolved \n", "999 Unresolved 0.0 Complaint_Unresolved \n", "666 NaN NaN Retained \n", "1001 Resolved 1.0 Inquiry_Resolved \n", "667 NaN NaN Churned \n", "\n", "[1670 rows x 7 columns]" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "combined_Customer_Service" ] }, { "cell_type": "code", "execution_count": 26, "id": "f74046e8-66d1-4d0f-8435-dae528605930", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = nx.DiGraph()\n", "\n", "\n", "for src in transform_prob.columns:\n", " for dst in transform_prob.index:\n", " prob = transform_prob.loc[dst, src]\n", " if prob > 0:\n", " G.add_edge(src, dst, weight=prob)\n", "\n", "\n", "pos = nx.spring_layout(G, seed=42) \n", "#pos = nx.kamada_kawai_layout(G)\n", "#pos = nx.shell_layout(G)\n", "#pos = nx.circular_layout(G)\n", "#pos = nx.spectral_layout(G)\n", "#pos = nx.multipartite_layout(G, subset_key=\"layer\")\n", "\n", "\n", "plt.figure(figsize=(10, 8))\n", "nx.draw_networkx_nodes(G, pos, node_size=2000, node_color=\"skyblue\", alpha=0.8)\n", "nx.draw_networkx_edges(G, pos, width=1.5, edge_color=\"gray\", arrows=True)\n", "\n", "edge_labels = {(u, v): f\"{d['weight']:.2f}\" for u, v, d in G.edges(data=True)}\n", "nx.draw_networkx_labels(G, pos, font_size=12, font_weight=\"bold\")\n", "nx.draw_networkx_edge_labels(G, pos, edge_labels=edge_labels, font_size=10)\n", "\n", "\n", "plt.title(\"State Transition Diagram\", fontsize=14)\n", "plt.axis(\"off\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "id": "3e9aad9e-68a7-4100-bb74-bd2cf0ae2479", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ " \n", " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "link": { "color": "rgba(128, 128, 128, 0.5)", "source": [ 8, 10, 11, 12, 13, 14, 15, 9, 10, 11, 12, 13, 14, 15, 10, 11, 12, 13, 14, 15, 10, 11, 12, 13, 14, 15, 10, 11, 12, 13, 14, 15, 10, 11, 12, 13, 14, 15, 10, 11, 12, 13, 14, 15, 10, 11, 12, 13, 14, 15 ], "target": [ 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7 ], "value": [ 1, 0.5773809523809523, 0.5467625899280576, 0.507537688442211, 0.546583850931677, 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = list(transform_prob.columns) \n", "source = [] \n", "target = [] \n", "value = [] \n", "\n", "for src_idx, src in enumerate(transform_prob.columns):\n", " for dst_idx, dst in enumerate(transform_prob.index):\n", " prob = transform_prob.loc[dst, src]\n", " if prob > 0:\n", " target.append(src_idx)\n", " source.append(len(labels) + dst_idx) \n", " value.append(prob)\n", "\n", "\n", "labels += list(transform_prob.index)\n", "\n", "\n", "fig = go.Figure(go.Sankey(\n", " node=dict(\n", " pad=20,\n", " thickness=20,\n", " line=dict(color=\"black\", width=0.5),\n", " label=labels,\n", " color=[\"#90EE90\", \"#FFB6C1\", \"#FF4500\", \"#32CD32\"] * 2 \n", " ),\n", " link=dict(\n", " source=source,\n", " target=target,\n", " value=value,\n", " color=\"rgba(128, 128, 128, 0.5)\" \n", " )\n", "))\n", "\n", "fig.update_layout(\n", " title_text=\"State Transition Flow (Sankey Diagram)\",\n", " font_size=12,\n", " height=600\n", ")\n", "fig.show()" ] }, { "cell_type": "code", "execution_count": 28, "id": "9535c325-0f29-4af2-a0b7-e90cf45c40da", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12,8))\n", "sns.heatmap(transform_prob.fillna(0), annot=True, cmap='Blues')\n", "#plt.title(\"State Transition Probability Matrix\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "id": "5cc5703d-a16b-4ef3-86ce-bc0c3be7efef", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Absorb Prob Matrix B:\n", " [[0.80700758 0.19299242]\n", " [0.80678326 0.19321674]\n", " [0.77081632 0.22918368]\n", " [0.79064724 0.20935276]\n", " [0.80247131 0.19752869]\n", " [0.74481898 0.25518102]]\n" ] } ], "source": [ "import scipy.linalg\n", "\n", "P = np.array(transform_prob)\n", "\n", "absorbing_states = np.where(np.diag(P) == 1)[0]\n", "transient_states = np.where(np.diag(P) != 1)[0]\n", "\n", "Q = P[np.ix_(transient_states, transient_states)]\n", "R = P[np.ix_(transient_states, absorbing_states)]\n", "\n", "# N = (I - Q)^(-1)\n", "I = np.eye(Q.shape[0])\n", "N = np.linalg.inv(I - Q)\n", "\n", "# B = N @ R\n", "B = N @ R\n", "print(\"Absorb Prob Matrix B:\\n\", B)\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "56e15b2a-b498-454a-85b6-3ca343cc1814", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([[0.80700758, 0.19299242],\n", " [0.80678326, 0.19321674],\n", " [0.77081632, 0.22918368],\n", " [0.79064724, 0.20935276],\n", " [0.80247131, 0.19752869],\n", " [0.74481898, 0.25518102]])" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "B" ] }, { "cell_type": "code", "execution_count": 31, "id": "5810a86f-c126-4914-b398-1b2ced7ab989", "metadata": { "tags": [] }, "outputs": [], "source": [ "Absorb_Matrix = {\n", " 'Inquiry_Resolved': B[0,1],\n", " 'Inquiry_Unresolved': B[1,1],\n", " 'Feedback_Resolved': B[2,1],\n", " 'Feedback_Unresolved': B[3,1],\n", " 'Complaint_Resolved': B[4,1],\n", " 'Complaint_Unresolved': B[5,1]\n", "}\n", "\n", "interaction_statistics['Markov_Churn_prob'] = Customer_Service_enhanced['Last_Status'].map(Absorb_Matrix)" ] }, { "cell_type": "code", "execution_count": 32, "id": "438d61a8-6fb0-463e-88be-306c08c22f96", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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First_InterationLast_InterationLast_StatusDuration_Interation
CustomerID
12022-03-312022-03-31Inquiry_Resolved0 days
22022-03-172022-03-17Inquiry_Resolved0 days
32022-08-242022-08-24Inquiry_Resolved0 days
42022-07-032022-11-18Inquiry_Resolved138 days
62022-05-052022-05-05Feedback_Resolved0 days
...............
9892022-08-032022-10-07Complaint_Unresolved65 days
9902022-09-172022-10-25Complaint_Unresolved38 days
9922022-09-292022-09-29Feedback_Unresolved0 days
9942022-05-142022-07-02Complaint_Unresolved49 days
9952022-05-022022-05-02Inquiry_Resolved0 days
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668 rows × 4 columns

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" ], "text/plain": [ " First_Interation Last_Interation Last_Status \\\n", "CustomerID \n", "1 2022-03-31 2022-03-31 Inquiry_Resolved \n", "2 2022-03-17 2022-03-17 Inquiry_Resolved \n", "3 2022-08-24 2022-08-24 Inquiry_Resolved \n", "4 2022-07-03 2022-11-18 Inquiry_Resolved \n", "6 2022-05-05 2022-05-05 Feedback_Resolved \n", "... ... ... ... \n", "989 2022-08-03 2022-10-07 Complaint_Unresolved \n", "990 2022-09-17 2022-10-25 Complaint_Unresolved \n", "992 2022-09-29 2022-09-29 Feedback_Unresolved \n", "994 2022-05-14 2022-07-02 Complaint_Unresolved \n", "995 2022-05-02 2022-05-02 Inquiry_Resolved \n", "\n", " Duration_Interation \n", "CustomerID \n", "1 0 days \n", "2 0 days \n", "3 0 days \n", "4 138 days \n", "6 0 days \n", "... ... \n", "989 65 days \n", "990 38 days \n", "992 0 days \n", "994 49 days \n", "995 0 days \n", "\n", "[668 rows x 4 columns]" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#interaction_statistics\n", "Customer_Service_enhanced" ] }, { "cell_type": "code", "execution_count": 33, "id": "68ee3e52-e2ec-41c8-bb0e-f03b1259325f", "metadata": { "tags": [] }, "outputs": [], "source": [ "enhanced_Interaction_Customer = enhanced_Customer_Demographics.merge(Customer_Service_enhanced['Duration_Interation'], how = \"left\", on = \"CustomerID\")\\\n", " .merge(interaction_statistics['Markov_Churn_prob'], how = \"left\", on = 'CustomerID')" ] }, { "cell_type": "code", "execution_count": 34, "id": "51329f04-9b89-43be-b85f-f0d5a81c5755", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDAgeGenderMaritalStatusIncomeLevelChurnStatusAge_rangeZscore_GenderdiffZscore_Age_rangediffZscore_MaritalStatusdiffZscore_IncomeLeveldiffDuration_InterationMarkov_Churn_prob
0162MSingleLow060+21.8987963.0714780.86011433.0513010 days0.192992
1265MMarriedLow160+21.8987963.07147838.16131633.0513010 days0.192992
2318MSingleLow015-2021.8987962.2382000.86011433.0513010 days0.192992
3421MWidowedLow020-3021.898796-17.033005-14.64043233.051301138 days0.192992
4521MDivorcedMedium020-3021.898796-17.033005-30.394573-9.421698NaTNaN
..........................................
99599654FSingleLow050-60-23.09653920.9518410.86011433.051301NaTNaN
99699719MWidowedHigh015-2021.8987962.238200-14.640432-27.049698NaTNaN
99799847MMarriedLow040-5021.8987966.25733738.16131633.051301NaTNaN
99899923MWidowedHigh020-3021.898796-17.033005-14.640432-27.049698NaTNaN
999100034MWidowedLow030-4021.898796-19.062154-14.64043233.051301NaTNaN
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1000 rows × 13 columns

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" ], "text/plain": [ " CustomerID Age Gender MaritalStatus IncomeLevel ChurnStatus Age_range \\\n", "0 1 62 M Single Low 0 60+ \n", "1 2 65 M Married Low 1 60+ \n", "2 3 18 M Single Low 0 15-20 \n", "3 4 21 M Widowed Low 0 20-30 \n", "4 5 21 M Divorced Medium 0 20-30 \n", ".. ... ... ... ... ... ... ... \n", "995 996 54 F Single Low 0 50-60 \n", "996 997 19 M Widowed High 0 15-20 \n", "997 998 47 M Married Low 0 40-50 \n", "998 999 23 M Widowed High 0 20-30 \n", "999 1000 34 M Widowed Low 0 30-40 \n", "\n", " Zscore_Genderdiff Zscore_Age_rangediff Zscore_MaritalStatusdiff \\\n", "0 21.898796 3.071478 0.860114 \n", "1 21.898796 3.071478 38.161316 \n", "2 21.898796 2.238200 0.860114 \n", "3 21.898796 -17.033005 -14.640432 \n", "4 21.898796 -17.033005 -30.394573 \n", ".. ... ... ... \n", "995 -23.096539 20.951841 0.860114 \n", "996 21.898796 2.238200 -14.640432 \n", "997 21.898796 6.257337 38.161316 \n", "998 21.898796 -17.033005 -14.640432 \n", "999 21.898796 -19.062154 -14.640432 \n", "\n", " Zscore_IncomeLeveldiff Duration_Interation Markov_Churn_prob \n", "0 33.051301 0 days 0.192992 \n", "1 33.051301 0 days 0.192992 \n", "2 33.051301 0 days 0.192992 \n", "3 33.051301 138 days 0.192992 \n", "4 -9.421698 NaT NaN \n", ".. ... ... ... \n", "995 33.051301 NaT NaN \n", "996 -27.049698 NaT NaN \n", "997 33.051301 NaT NaN \n", "998 -27.049698 NaT NaN \n", "999 33.051301 NaT NaN \n", "\n", "[1000 rows x 13 columns]" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enhanced_Interaction_Customer" ] }, { "cell_type": "code", "execution_count": 35, "id": "e3f4add2-1499-401f-9ba3-eb674e7b727d", "metadata": { "tags": [] }, "outputs": [], "source": [ "enhanced_Interaction_Customer['Duration_Interation'] = enhanced_Interaction_Customer['Duration_Interation'].fillna(pd.Timedelta(days=0))\n", "enhanced_Interaction_Customer['Markov_Churn_prob'] = enhanced_Interaction_Customer['Markov_Churn_prob'].fillna(0)" ] }, { "cell_type": "code", "execution_count": 36, "id": "79a9f5f4-6c1b-4813-9f48-6e00eb9f0c7f", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDAgeGenderMaritalStatusIncomeLevelChurnStatusAge_rangeZscore_GenderdiffZscore_Age_rangediffZscore_MaritalStatusdiffZscore_IncomeLeveldiffDuration_InterationMarkov_Churn_prob
0162MSingleLow060+21.8987963.0714780.86011433.0513010 days0.192992
1265MMarriedLow160+21.8987963.07147838.16131633.0513010 days0.192992
2318MSingleLow015-2021.8987962.2382000.86011433.0513010 days0.192992
3421MWidowedLow020-3021.898796-17.033005-14.64043233.051301138 days0.192992
4521MDivorcedMedium020-3021.898796-17.033005-30.394573-9.4216980 days0.000000
..........................................
99599654FSingleLow050-60-23.09653920.9518410.86011433.0513010 days0.000000
99699719MWidowedHigh015-2021.8987962.238200-14.640432-27.0496980 days0.000000
99799847MMarriedLow040-5021.8987966.25733738.16131633.0513010 days0.000000
99899923MWidowedHigh020-3021.898796-17.033005-14.640432-27.0496980 days0.000000
999100034MWidowedLow030-4021.898796-19.062154-14.64043233.0513010 days0.000000
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1000 rows × 13 columns

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" ], "text/plain": [ " CustomerID Age Gender MaritalStatus IncomeLevel ChurnStatus Age_range \\\n", "0 1 62 M Single Low 0 60+ \n", "1 2 65 M Married Low 1 60+ \n", "2 3 18 M Single Low 0 15-20 \n", "3 4 21 M Widowed Low 0 20-30 \n", "4 5 21 M Divorced Medium 0 20-30 \n", ".. ... ... ... ... ... ... ... \n", "995 996 54 F Single Low 0 50-60 \n", "996 997 19 M Widowed High 0 15-20 \n", "997 998 47 M Married Low 0 40-50 \n", "998 999 23 M Widowed High 0 20-30 \n", "999 1000 34 M Widowed Low 0 30-40 \n", "\n", " Zscore_Genderdiff Zscore_Age_rangediff Zscore_MaritalStatusdiff \\\n", "0 21.898796 3.071478 0.860114 \n", "1 21.898796 3.071478 38.161316 \n", "2 21.898796 2.238200 0.860114 \n", "3 21.898796 -17.033005 -14.640432 \n", "4 21.898796 -17.033005 -30.394573 \n", ".. ... ... ... \n", "995 -23.096539 20.951841 0.860114 \n", "996 21.898796 2.238200 -14.640432 \n", "997 21.898796 6.257337 38.161316 \n", "998 21.898796 -17.033005 -14.640432 \n", "999 21.898796 -19.062154 -14.640432 \n", "\n", " Zscore_IncomeLeveldiff Duration_Interation Markov_Churn_prob \n", "0 33.051301 0 days 0.192992 \n", "1 33.051301 0 days 0.192992 \n", "2 33.051301 0 days 0.192992 \n", "3 33.051301 138 days 0.192992 \n", "4 -9.421698 0 days 0.000000 \n", ".. ... ... ... \n", "995 33.051301 0 days 0.000000 \n", "996 -27.049698 0 days 0.000000 \n", "997 33.051301 0 days 0.000000 \n", "998 -27.049698 0 days 0.000000 \n", "999 33.051301 0 days 0.000000 \n", "\n", "[1000 rows x 13 columns]" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enhanced_Interaction_Customer" ] }, { "cell_type": "code", "execution_count": 37, "id": "9bce1d54-dc3e-4429-853c-49f8751995cb", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_df = pd.get_dummies(enhanced_Interaction_Customer, columns=[\"Gender\", \"Age_range\", 'MaritalStatus', 'IncomeLevel']).corr()\n", "\n", "plt.figure(figsize=(17, 17))\n", "sns.heatmap(corr_df, annot=True, cmap='coolwarm')" ] }, { "cell_type": "markdown", "id": "13c9c44b-000b-4636-b41e-2d126d945b11", "metadata": {}, "source": [ "## Transaction Sheet" ] }, { "cell_type": "code", "execution_count": 38, "id": "d070a66e-52e9-4c4c-ac68-a72251961ad2", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDTransactionIDTransactionDateAmountSpentProductCategoryChurnStatus
0171942022-03-27416.50Electronics0
1272502022-08-0854.96Clothing1
2296602022-07-25197.50Electronics1
3229982022-01-25101.31Furniture1
4212282022-07-24397.37Clothing1
.....................
5049100027242022-09-08232.06Groceries0
5050100029172022-12-13324.98Books0
5051100029792022-06-15375.34Groceries0
5052100085942022-04-08166.73Books0
5053100055292022-11-2393.73Furniture0
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5054 rows × 6 columns

\n", "
" ], "text/plain": [ " CustomerID TransactionID TransactionDate AmountSpent ProductCategory \\\n", "0 1 7194 2022-03-27 416.50 Electronics \n", "1 2 7250 2022-08-08 54.96 Clothing \n", "2 2 9660 2022-07-25 197.50 Electronics \n", "3 2 2998 2022-01-25 101.31 Furniture \n", "4 2 1228 2022-07-24 397.37 Clothing \n", "... ... ... ... ... ... \n", "5049 1000 2724 2022-09-08 232.06 Groceries \n", "5050 1000 2917 2022-12-13 324.98 Books \n", "5051 1000 2979 2022-06-15 375.34 Groceries \n", "5052 1000 8594 2022-04-08 166.73 Books \n", "5053 1000 5529 2022-11-23 93.73 Furniture \n", "\n", " ChurnStatus \n", "0 0 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 \n", "... ... \n", "5049 0 \n", "5050 0 \n", "5051 0 \n", "5052 0 \n", "5053 0 \n", "\n", "[5054 rows x 6 columns]" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Transaction_History = data[\"Transaction_History\"]\n", "Transaction_History = Transaction_History.merge(data['Churn_Status'], how = \"left\", on = \"CustomerID\")\n", "Transaction_History" ] }, { "cell_type": "code", "execution_count": 39, "id": "c7ab5df7-d498-4854-bd3e-b1062aaa90a5", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDProductCategoryFirst_TransactionLast_Transactiontotal_Transactionmean_Transactioncount_TransactionDays_Difference
01Electronics416.50416.50416.50416.50000010.00
12Clothing54.96397.37452.33226.1650002342.41
22Electronics197.50311.34794.05264.6833333113.84
32Furniture101.31101.31101.31101.31000010.00
42Groceries199.73199.73199.73199.73000010.00
53Books241.06241.06241.06241.06000010.00
63Clothing51.0751.0751.0751.07000010.00
73Furniture403.32419.95823.27411.635000216.63
83Groceries287.72299.86587.58293.790000212.14
94Clothing44.2244.2244.2244.22000010.00
104Electronics125.64241.45367.09183.5450002115.81
114Furniture382.39382.39382.39382.39000010.00
124Groceries123.59123.59123.59123.59000010.00
135Electronics155.76308.80683.54227.8466673153.04
145Furniture178.91219.98398.89199.445000241.07
155Groceries69.86475.69919.06306.3533333405.83
166Books365.57365.57365.57365.57000010.00
176Clothing448.86448.86448.86448.86000010.00
186Electronics204.16204.16204.16204.16000010.00
196Furniture41.70104.00145.7072.850000262.30
207Books86.7386.7386.7386.73000010.00
218Books240.92263.24504.16252.080000222.32
228Clothing346.24483.91830.15415.0750002137.67
238Electronics161.56161.56161.56161.56000010.00
248Furniture253.68297.33551.01275.505000243.65
259Clothing325.96472.21798.17399.0850002146.25
269Electronics96.6796.6796.6796.67000010.00
279Groceries44.26378.14422.40211.2000002333.88
2810Clothing35.2935.2935.2935.29000010.00
2910Electronics178.78178.78178.78178.78000010.00
3010Furniture5.86471.18700.89233.6300003465.32
3110Groceries179.00303.40482.40241.2000002124.40
3211Books163.78426.06924.46308.1533333262.28
3311Groceries347.37462.00809.37404.6850002114.63
3412Electronics87.1087.1087.1087.10000010.00
3513Books164.72164.72164.72164.72000010.00
3613Clothing54.1754.1754.1754.17000010.00
3713Electronics173.13173.13173.13173.13000010.00
3814Books150.22150.22150.22150.22000010.00
3914Clothing335.44335.44335.44335.44000010.00
4014Furniture412.20468.351323.54441.180000356.15
4114Groceries156.21478.591034.39258.5975004322.38
4215Books160.79283.39444.18222.0900002122.60
4315Clothing185.60185.60185.60185.60000010.00
4415Electronics383.90383.90383.90383.90000010.00
4515Furniture151.88273.54425.42212.7100002121.66
4615Groceries68.63406.29474.92237.4600002337.66
4716Books52.67352.99894.69223.6725004300.32
4816Clothing470.53470.53470.53470.53000010.00
4916Electronics97.0697.0697.0697.06000010.00
\n", "
" ], "text/plain": [ " CustomerID ProductCategory First_Transaction Last_Transaction \\\n", "0 1 Electronics 416.50 416.50 \n", "1 2 Clothing 54.96 397.37 \n", "2 2 Electronics 197.50 311.34 \n", "3 2 Furniture 101.31 101.31 \n", "4 2 Groceries 199.73 199.73 \n", "5 3 Books 241.06 241.06 \n", "6 3 Clothing 51.07 51.07 \n", "7 3 Furniture 403.32 419.95 \n", "8 3 Groceries 287.72 299.86 \n", "9 4 Clothing 44.22 44.22 \n", "10 4 Electronics 125.64 241.45 \n", "11 4 Furniture 382.39 382.39 \n", "12 4 Groceries 123.59 123.59 \n", "13 5 Electronics 155.76 308.80 \n", "14 5 Furniture 178.91 219.98 \n", "15 5 Groceries 69.86 475.69 \n", "16 6 Books 365.57 365.57 \n", "17 6 Clothing 448.86 448.86 \n", "18 6 Electronics 204.16 204.16 \n", "19 6 Furniture 41.70 104.00 \n", "20 7 Books 86.73 86.73 \n", "21 8 Books 240.92 263.24 \n", "22 8 Clothing 346.24 483.91 \n", "23 8 Electronics 161.56 161.56 \n", "24 8 Furniture 253.68 297.33 \n", "25 9 Clothing 325.96 472.21 \n", "26 9 Electronics 96.67 96.67 \n", "27 9 Groceries 44.26 378.14 \n", "28 10 Clothing 35.29 35.29 \n", "29 10 Electronics 178.78 178.78 \n", "30 10 Furniture 5.86 471.18 \n", "31 10 Groceries 179.00 303.40 \n", "32 11 Books 163.78 426.06 \n", "33 11 Groceries 347.37 462.00 \n", "34 12 Electronics 87.10 87.10 \n", "35 13 Books 164.72 164.72 \n", "36 13 Clothing 54.17 54.17 \n", "37 13 Electronics 173.13 173.13 \n", "38 14 Books 150.22 150.22 \n", "39 14 Clothing 335.44 335.44 \n", "40 14 Furniture 412.20 468.35 \n", "41 14 Groceries 156.21 478.59 \n", "42 15 Books 160.79 283.39 \n", "43 15 Clothing 185.60 185.60 \n", "44 15 Electronics 383.90 383.90 \n", "45 15 Furniture 151.88 273.54 \n", "46 15 Groceries 68.63 406.29 \n", "47 16 Books 52.67 352.99 \n", "48 16 Clothing 470.53 470.53 \n", "49 16 Electronics 97.06 97.06 \n", "\n", " total_Transaction mean_Transaction count_Transaction Days_Difference \n", "0 416.50 416.500000 1 0.00 \n", "1 452.33 226.165000 2 342.41 \n", "2 794.05 264.683333 3 113.84 \n", "3 101.31 101.310000 1 0.00 \n", "4 199.73 199.730000 1 0.00 \n", "5 241.06 241.060000 1 0.00 \n", "6 51.07 51.070000 1 0.00 \n", "7 823.27 411.635000 2 16.63 \n", "8 587.58 293.790000 2 12.14 \n", "9 44.22 44.220000 1 0.00 \n", "10 367.09 183.545000 2 115.81 \n", "11 382.39 382.390000 1 0.00 \n", "12 123.59 123.590000 1 0.00 \n", "13 683.54 227.846667 3 153.04 \n", "14 398.89 199.445000 2 41.07 \n", "15 919.06 306.353333 3 405.83 \n", "16 365.57 365.570000 1 0.00 \n", "17 448.86 448.860000 1 0.00 \n", "18 204.16 204.160000 1 0.00 \n", "19 145.70 72.850000 2 62.30 \n", "20 86.73 86.730000 1 0.00 \n", "21 504.16 252.080000 2 22.32 \n", "22 830.15 415.075000 2 137.67 \n", "23 161.56 161.560000 1 0.00 \n", "24 551.01 275.505000 2 43.65 \n", "25 798.17 399.085000 2 146.25 \n", "26 96.67 96.670000 1 0.00 \n", "27 422.40 211.200000 2 333.88 \n", "28 35.29 35.290000 1 0.00 \n", "29 178.78 178.780000 1 0.00 \n", "30 700.89 233.630000 3 465.32 \n", "31 482.40 241.200000 2 124.40 \n", "32 924.46 308.153333 3 262.28 \n", "33 809.37 404.685000 2 114.63 \n", "34 87.10 87.100000 1 0.00 \n", "35 164.72 164.720000 1 0.00 \n", "36 54.17 54.170000 1 0.00 \n", "37 173.13 173.130000 1 0.00 \n", "38 150.22 150.220000 1 0.00 \n", "39 335.44 335.440000 1 0.00 \n", "40 1323.54 441.180000 3 56.15 \n", "41 1034.39 258.597500 4 322.38 \n", "42 444.18 222.090000 2 122.60 \n", "43 185.60 185.600000 1 0.00 \n", "44 383.90 383.900000 1 0.00 \n", "45 425.42 212.710000 2 121.66 \n", "46 474.92 237.460000 2 337.66 \n", "47 894.69 223.672500 4 300.32 \n", "48 470.53 470.530000 1 0.00 \n", "49 97.06 97.060000 1 0.00 " ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_diff = Transaction_History.groupby([\"CustomerID\",\"ProductCategory\"])[\"AmountSpent\"].agg(\n", " First_Transaction=\"min\",\n", " Last_Transaction=\"max\",\n", " total_Transaction = \"sum\",\n", " mean_Transaction = \"mean\",\n", " count_Transaction = \"count\"\n", ")\n", "\n", "df_diff[\"Days_Difference\"] = (df_diff[\"Last_Transaction\"] - df_diff[\"First_Transaction\"])\n", "df_diff.reset_index().head(50)" ] }, { "cell_type": "code", "execution_count": 40, "id": "ea58e11c-f2d0-49ec-b4f1-aafe6e31a574", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "How many times spent in 7 days at most? \n", " CustomerID TransactionDate Transaction_Count Total_Spent \\\n", "0 1 2022-03-27 1 416.50 \n", "1 2 2022-01-25 1 101.31 \n", "2 3 2022-03-02 1 299.86 \n", "3 4 2022-07-31 1 125.64 \n", "4 5 2022-05-25 1 69.86 \n", "5 6 2022-08-09 1 41.70 \n", "6 7 2022-10-24 1 86.73 \n", "7 8 2022-06-10 1 346.24 \n", "8 9 2022-05-26 1 325.96 \n", "9 10 2022-06-05 1 179.00 \n", "10 11 2022-06-06 1 334.62 \n", "11 12 2022-11-02 1 87.10 \n", "12 13 2022-08-10 1 164.72 \n", "13 14 2022-02-21 1 213.22 \n", "14 15 2022-01-26 1 406.29 \n", "15 16 2022-08-07 1 97.06 \n", "16 17 2022-06-27 1 124.02 \n", "17 18 2022-02-08 1 154.09 \n", "18 19 2022-07-18 1 19.80 \n", "19 20 2022-04-04 1 462.10 \n", "\n", " Rolling_Transaction_Count Rolling_Total_Spent ChurnStatus \n", "0 1.0 416.50 0 \n", "1 2.0 386.52 1 \n", "2 2.0 703.18 0 \n", "3 2.0 508.03 0 \n", "4 2.0 545.55 0 \n", "5 2.0 145.70 0 \n", "6 1.0 86.73 0 \n", "7 2.0 643.57 1 \n", "8 2.0 370.22 0 \n", "9 2.0 650.18 1 \n", "10 2.0 796.62 0 \n", "11 1.0 87.10 0 \n", "12 2.0 218.89 0 \n", "13 2.0 681.57 0 \n", "14 2.0 679.83 0 \n", "15 2.0 450.05 1 \n", "16 2.0 191.22 0 \n", "17 2.0 408.31 1 \n", "18 2.0 497.63 0 \n", "19 2.0 787.09 0 \n", "How much spent in 7 days at most? \n", " CustomerID TransactionDate Transaction_Count Total_Spent \\\n", "0 1 2022-03-27 1 416.50 \n", "1 2 2022-07-25 1 197.50 \n", "2 3 2022-03-02 1 299.86 \n", "3 4 2022-07-31 1 125.64 \n", "4 5 2022-12-21 1 218.98 \n", "5 6 2022-10-29 1 448.86 \n", "6 7 2022-10-24 1 86.73 \n", "7 8 2022-11-09 1 483.91 \n", "8 9 2022-10-19 1 378.14 \n", "9 10 2022-06-05 1 179.00 \n", "10 11 2022-06-06 1 334.62 \n", "11 12 2022-11-02 1 87.10 \n", "12 13 2022-09-27 1 173.13 \n", "13 14 2022-06-17 1 442.99 \n", "14 15 2022-03-28 1 283.39 \n", "15 16 2022-09-01 1 147.82 \n", "16 17 2022-07-19 1 344.04 \n", "17 18 2022-05-27 1 164.11 \n", "18 19 2022-07-18 1 19.80 \n", "19 20 2022-09-14 1 485.84 \n", "\n", " Rolling_Transaction_Count Rolling_Total_Spent ChurnStatus \n", "0 1.0 416.50 0 \n", "1 2.0 594.87 1 \n", "2 2.0 703.18 0 \n", "3 2.0 508.03 0 \n", "4 2.0 592.49 0 \n", "5 2.0 653.02 0 \n", "6 1.0 86.73 0 \n", "7 2.0 747.15 1 \n", "8 2.0 850.35 0 \n", "9 2.0 650.18 1 \n", "10 2.0 796.62 0 \n", "11 1.0 87.10 0 \n", "12 2.0 337.85 0 \n", "13 2.0 921.58 0 \n", "14 2.0 689.68 0 \n", "15 2.0 618.35 1 \n", "16 2.0 788.10 0 \n", "17 2.0 445.84 1 \n", "18 2.0 497.63 0 \n", "19 2.0 831.59 0 \n" ] } ], "source": [ "Transaction_History[\"TransactionDate\"] = pd.to_datetime(Transaction_History[\"TransactionDate\"])\n", "Transaction_History = Transaction_History.sort_values(by=[\"CustomerID\", \"TransactionDate\"])\n", "\n", "\n", "daily_spending = Transaction_History.groupby([\"CustomerID\", \"TransactionDate\"]).agg(\n", " Transaction_Count=(\"TransactionID\", \"count\"), \n", " Total_Spent=(\"AmountSpent\", \"sum\") \n", ").reset_index()\n", "\n", "\n", "daily_spending[\"Rolling_Transaction_Count\"] = daily_spending.groupby(\"CustomerID\")[\"Transaction_Count\"].rolling(window=2, min_periods=1).sum().reset_index(level=0, drop=True)\n", "daily_spending[\"Rolling_Total_Spent\"] = daily_spending.groupby(\"CustomerID\")[\"Total_Spent\"].rolling(window=2, min_periods=1).sum().reset_index(level=0, drop=True)\n", "\n", "\n", "max_transaction_7d = daily_spending.loc[daily_spending.groupby(\"CustomerID\")[\"Rolling_Transaction_Count\"].idxmax()]\n", "\n", "\n", "max_spent_7d = daily_spending.loc[daily_spending.groupby(\"CustomerID\")[\"Rolling_Total_Spent\"].idxmax()]\n", "\n", "print(\"How many times spent in 7 days at most? \\n\", max_transaction_7d.merge(data[\"Churn_Status\"],how = \"left\", on = \"CustomerID\").head(20))\n", "print(\"How much spent in 7 days at most? \\n\", max_spent_7d.merge(data[\"Churn_Status\"],how = \"left\", on = \"CustomerID\").head(20))\n" ] }, { "cell_type": "code", "execution_count": 41, "id": "27a298f7-2447-4270-b69a-48409b0a4be0", "metadata": { "tags": [] }, "outputs": [], "source": [ "\n", "Transaction_History[\"TransactionDate\"] = pd.to_datetime(Transaction_History[\"TransactionDate\"])\n", "\n", "\n", "Transaction_History = Transaction_History.sort_values(by=[\"CustomerID\", \"ProductCategory\", \"TransactionDate\"])\n", "\n", "daily_spending = Transaction_History.groupby([\"CustomerID\", \"ProductCategory\", \"TransactionDate\"]).agg(\n", " Transaction_Count=(\"TransactionID\", \"count\"), \n", " Total_Spent=(\"AmountSpent\", \"sum\") \n", ").reset_index()\n", "\n", "\n", "daily_spending[\"Rolling_Transaction_Count\"] = daily_spending.groupby([\"CustomerID\", \"ProductCategory\"])[\"Transaction_Count\"] \\\n", " .rolling(window=7, min_periods=1).sum().reset_index(level=[0,1], drop=True)\n", "\n", "daily_spending[\"Rolling_Total_Spent\"] = daily_spending.groupby([\"CustomerID\", \"ProductCategory\"])[\"Total_Spent\"] \\\n", " .rolling(window=7, min_periods=1).sum().reset_index(level=[0,1], drop=True)\n", "\n", "\n", "daily_spending = daily_spending.dropna(subset=[\"Rolling_Transaction_Count\", \"Rolling_Total_Spent\"])\n", "\n", "\n", "max_transaction_7d = daily_spending.loc[daily_spending.groupby([\"CustomerID\", \"ProductCategory\"])[\"Rolling_Transaction_Count\"].idxmax()]\n", "\n", "\n", "max_spent_7d = daily_spending.loc[daily_spending.groupby([\"CustomerID\", \"ProductCategory\"])[\"Rolling_Total_Spent\"].idxmax()]\n", "\n", "\n", "churn_data = data[\"Churn_Status\"][[\"CustomerID\", \"ChurnStatus\"]]\n", "max_transaction_7d = max_transaction_7d.merge(churn_data, how=\"left\", on=\"CustomerID\")\n", "max_spent_7d = max_spent_7d.merge(churn_data, how=\"left\", on=\"CustomerID\")\n", "\n" ] }, { "cell_type": "code", "execution_count": 42, "id": "d41b0cb8-b58b-41d0-af9a-74da934874dc", "metadata": { "tags": [] }, "outputs": [], "source": [ "Transaction_History[\"TransactionDate\"] = pd.to_datetime(Transaction_History[\"TransactionDate\"])\n", "\n", "\n", "Transaction_History = Transaction_History.sort_values(by=[\"CustomerID\", \"ProductCategory\", \"TransactionDate\"])\n", "\n", "\n", "daily_spending = Transaction_History.groupby([\"CustomerID\", \"ProductCategory\", \"TransactionDate\"]).agg(\n", " Transaction_Count=(\"TransactionID\", \"count\"), \n", " Total_Spent=(\"AmountSpent\", \"sum\") \n", ").reset_index()" ] }, { "cell_type": "code", "execution_count": 43, "id": "37cab2e0-1052-4a12-9663-955a569b9bea", "metadata": { "tags": [] }, "outputs": [], "source": [ "test = daily_spending.groupby(\"CustomerID\")['Total_Spent'].rolling(window=7, min_periods=1).sum().reset_index(level=0).groupby(\"CustomerID\").max()" ] }, { "cell_type": "code", "execution_count": 44, "id": "e65e3eca-49af-4f2c-aab2-f686b31bf6f7", "metadata": { "tags": [] }, "outputs": [], "source": [ "test_1 = test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")[test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")['ChurnStatus'] == 1]" ] }, { "cell_type": "code", "execution_count": 45, "id": "7b8ae2c2-3037-41db-a5b6-997437858270", "metadata": { "tags": [] }, "outputs": [], "source": [ "test_0 = test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")[test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")['ChurnStatus'] == 0]" ] }, { "cell_type": "code", "execution_count": 46, "id": "f80ad6c2-a69c-4fcd-88fe-781ba8600a1a", "metadata": { "tags": [] }, "outputs": [], "source": [ "df_diff = df_diff.reset_index().merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")" ] }, { "cell_type": "code", "execution_count": 47, "id": "ab41924b-9eb3-4eed-a414-b11f7abd3382", "metadata": { "tags": [] }, "outputs": [], "source": [ "all_total_spent = df_diff.groupby(\"CustomerID\")[\"total_Transaction\"].sum()\n", "all_mean_spent = df_diff.groupby(\"CustomerID\")[\"total_Transaction\"].mean()\n", "all_total_spent = all_total_spent.reset_index().merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")\n", "all_mean_spent = all_mean_spent.reset_index().merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")" ] }, { "cell_type": "code", "execution_count": 48, "id": "65804626-ae3f-4e53-b6cb-eccfef2f3455", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.violinplot(x=\"ChurnStatus\" , y= \"total_Transaction\"\n", " , data=all_total_spent)" ] }, { "cell_type": "code", "execution_count": 49, "id": "b31a817b-36b1-4147-992a-45c7c93ad61a", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=all_total_spent, x=\"total_Transaction\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of total_Transaction by Churn Status\")\n", "plt.xlabel(\"Total Amount of total_Transaction(Log Scale) \")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) # 添加清晰图例\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 50, "id": "72622366-ee5a-4d5c-b0c5-d201748acf91", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.violinplot(x=\"ChurnStatus\" , y= \"total_Transaction\"\n", " , data=all_mean_spent)" ] }, { "cell_type": "code", "execution_count": 51, "id": "5eb5c2eb-de88-4463-934e-c15237fa26b3", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=all_mean_spent, x=\"total_Transaction\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of total_Transaction by Churn Status\")\n", "plt.xlabel(\"Total Amount of total_Transaction(Log Scale) \")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) # 添加清晰图例\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 52, "id": "f7266dd1-c0ba-4e0f-91a8-ee6632a7eb0b", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 52, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.violinplot(x=\"ChurnStatus\" , y= \"Total_Spent\"\n", " , data=test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\"))" ] }, { "cell_type": "code", "execution_count": 53, "id": "9e04fa5d-5d03-4c00-ae46-ae31d6bf35d7", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\"), x=\"Total_Spent\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of total_Transaction by Churn Status\")\n", "plt.xlabel(\"Total Amount of total_Transaction(Log Scale) \")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) # 添加清晰图例\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 54, "id": "d5262d36-0f67-4605-ade3-54b79ffe6798", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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1000 rows × 3 columns

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" ], "text/plain": [ " CustomerID Total_Spent ChurnStatus\n", "0 1 416.50 0\n", "1 2 1547.42 1\n", "2 3 1702.98 0\n", "3 4 917.29 0\n", "4 5 1692.69 0\n", ".. ... ... ...\n", "995 996 227.25 0\n", "996 997 419.82 0\n", "997 998 252.15 0\n", "998 999 2233.24 0\n", "999 1000 1670.79 0\n", "\n", "[1000 rows x 3 columns]" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")" ] }, { "cell_type": "code", "execution_count": 55, "id": "5ff0b095-8ebe-43c3-82f7-63e1d8fa794a", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Churned means: 1269.01\n", "Retained means: 1266.58\n", "T Statistics: 0.0421, P Value: 0.9664\n", "Accept H0\n" ] } ], "source": [ "mean_churned = all_total_spent[all_total_spent['ChurnStatus'] == 1]['total_Transaction'].mean()\n", "mean_retained = all_total_spent[all_total_spent['ChurnStatus'] == 0]['total_Transaction'].mean()\n", "\n", "print(f\"Churned means: {mean_churned:.2f}\")\n", "print(f\"Retained means: {mean_retained:.2f}\")\n", "\n", "from scipy.stats import ttest_ind\n", "\n", "\n", "churned_transactions = all_total_spent[all_total_spent['ChurnStatus'] == 1]['total_Transaction']\n", "retained_transactions = all_total_spent[all_total_spent['ChurnStatus'] == 0]['total_Transaction']\n", "\n", "\n", "t_stat, p_value = ttest_ind(churned_transactions, retained_transactions, equal_var=False)\n", "\n", "print(f\"T Statistics: {t_stat:.4f}, P Value: {p_value:.4f}\")\n", "\n", "if p_value < 0.05:\n", " print(\"Refuse H0\")\n", "else:\n", " print(\"Accept H0\")\n" ] }, { "cell_type": "code", "execution_count": 56, "id": "b668aab5-f577-4bbd-b376-fc26bf612544", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Churned means 1202.08\n", "Retained means: 1206.55\n", "T Statistics: -0.0885, P Value: 0.9295\n", "Accept H0\n" ] } ], "source": [ "mean_churned = test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")[test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")['ChurnStatus'] == 1]['Total_Spent'].mean()\n", "mean_retained = test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")[test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")['ChurnStatus'] == 0]['Total_Spent'].mean()\n", "\n", "print(f\"Churned means {mean_churned:.2f}\")\n", "print(f\"Retained means: {mean_retained:.2f}\")\n", "\n", "from scipy.stats import ttest_ind\n", "\n", "\n", "churned_transactions = test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")[test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")['ChurnStatus'] == 1]['Total_Spent']\n", "retained_transactions =test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")[test.merge(data[\"Churn_Status\"], how=\"left\", on=\"CustomerID\")['ChurnStatus'] == 0]['Total_Spent']\n", "\n", "t_stat, p_value = ttest_ind(churned_transactions, retained_transactions, equal_var=False)\n", "\n", "print(f\"T Statistics: {t_stat:.4f}, P Value: {p_value:.4f}\")\n", "\n", "if p_value < 0.05:\n", " print(\"Refuse H0\")\n", "else:\n", " print(\"Accept H0\")\n" ] }, { "cell_type": "code", "execution_count": 57, "id": "51a3654f-cd64-4e2d-aadd-6c11447b2b1a", "metadata": { "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/pt/0nf2m3pj1f3b373wsyfc6glh0000gn/T/ipykernel_4706/4214387758.py:1: DeprecationWarning:\n", "\n", "DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n", "\n" ] }, { "data": { "text/plain": [ "CustomerID\n", "1 1.0\n", "2 2.0\n", "3 1.0\n", "4 2.0\n", "5 1.0\n", " ... \n", "996 1.0\n", "997 1.0\n", "998 1.0\n", "999 2.0\n", "1000 1.0\n", "Name: Transaction_Count, Length: 1000, dtype: float64" ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "daily_spending.sort_values('TransactionDate').groupby('CustomerID').apply(lambda x: x.rolling('7D', on='TransactionDate')['Transaction_Count'].sum()).reset_index(level = 0).groupby(\"CustomerID\")['Transaction_Count'].max()" ] }, { "cell_type": "code", "execution_count": 58, "id": "abb09fc1-2b57-451c-bbe1-24f250ac52e3", "metadata": { "tags": [] }, "outputs": [], "source": [ "test3 = (\n", " daily_spending\n", " .assign(TransactionDate=lambda df: pd.to_datetime(df['TransactionDate']))\n", " .sort_values(['CustomerID', 'TransactionDate'])\n", " .set_index('TransactionDate')\n", " .groupby('CustomerID')['Total_Spent']\n", " .rolling('7D', closed='left') \n", " .sum()\n", " .reset_index()\n", " .rename(columns={'Total_Spent': 'Rolling_7D_Sum'})\n", ")" ] }, { "cell_type": "code", "execution_count": 59, "id": "953003b4-bf04-44b4-a596-5bb51f3b5387", "metadata": { "tags": [] }, "outputs": [], "source": [ "test4 = (\n", " daily_spending\n", " .assign(TransactionDate=lambda df: pd.to_datetime(df['TransactionDate']))\n", " .sort_values(['CustomerID', 'TransactionDate'])\n", " .set_index('TransactionDate')\n", " .groupby(['CustomerID','ProductCategory'])['Total_Spent']\n", " .rolling('7D', closed='left') \n", " .sum()\n", " .reset_index()\n", " )" ] }, { "cell_type": "code", "execution_count": 60, "id": "4c2f5ac0-93cb-4f1c-99df-c5fb25340394", "metadata": { "tags": [] }, "outputs": [], "source": [ "test4 = test4.fillna(0).groupby([\"CustomerID\",\"ProductCategory\"])[\"Total_Spent\"].max().reset_index()\n", "test4 = test4.pivot_table(index=\"CustomerID\", columns=\"ProductCategory\", values=\"Total_Spent\", fill_value=0).add_prefix(\"Rolling_7D_\").reset_index().merge(data[\"Churn_Status\"], how = \"left\", on = \"CustomerID\")\n" ] }, { "cell_type": "code", "execution_count": 61, "id": "1ad7a8b8-4392-4642-b2e5-0fd7575658c8", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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1000 rows × 7 columns

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" ], "text/plain": [ " CustomerID Rolling_7D_Books Rolling_7D_Clothing \\\n", "0 1 0.0 0.0 \n", "1 2 0.0 0.0 \n", "2 3 0.0 0.0 \n", "3 4 0.0 0.0 \n", "4 5 0.0 0.0 \n", ".. ... ... ... \n", "995 996 0.0 0.0 \n", "996 997 0.0 0.0 \n", "997 998 0.0 0.0 \n", "998 999 0.0 0.0 \n", "999 1000 0.0 0.0 \n", "\n", " Rolling_7D_Electronics Rolling_7D_Furniture Rolling_7D_Groceries \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", ".. ... ... ... \n", "995 0.0 0.0 0.0 \n", "996 0.0 0.0 0.0 \n", "997 0.0 0.0 0.0 \n", "998 0.0 0.0 0.0 \n", "999 0.0 0.0 0.0 \n", "\n", " ChurnStatus \n", "0 0 \n", "1 1 \n", "2 0 \n", "3 0 \n", "4 0 \n", ".. ... \n", "995 0 \n", "996 0 \n", "997 0 \n", "998 0 \n", "999 0 \n", "\n", "[1000 rows x 7 columns]" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test4" ] }, { "cell_type": "code", "execution_count": 62, "id": "db4c87ad-5bf6-4aad-87f8-9279db103789", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 62, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7v8aqDfArwg5gXIQdePL5bKxnn31Wf/7znzVp0iT3qeZr167V3XffrePHj2vq1KmNViTgD4QdwLgIO/Dkc9h5/vnnNX/+fN12223uaWPHjlXv3r01Y8YMwg6aPcIOYFzcGwuefO7GOnbsmC655JKzpl9yySU6duzYeRUFNAXCDmBcjCOFJ5/DTlpamt56662zpi9evFjdunU7r6IAADgfdGPBk8/dWI8++qjGjx+vzz77zD1mZ926dcrNzT1nCAKaG1p2AOPi+w1PPrfsjBs3Tps2bVKbNm20dOlSLV26VG3atNHmzZt1ww03NGaNgF+wMwQAczive2P1799fr732WmPVAjQpwg4AmMN5hR2Hw6GlS5fqq6++kiT17t1bY8eOVXBwcKMUBwCALziYgSefw05eXp5Gjx6tI0eOqHv37pKkWbNmKSUlRR9++KG6du3aaEUCAOAN7n0HTz5/Gu6991516dJFBQUF2rZtm7Zt26b8/HylpqZyE1C0COwMAeOihwGefG7ZWbNmjTZu3KjExET3tNatW+vJJ590n50FNGc0cwPGxcEMPPn8aQgPD1d5eflZ0ysqKhQWFnZeRQFNgbADGFdIyHkNSYXB+Bx2rr32Wt15553atGmT+67nGzdu1N13362xY8c2Zo2AX3DkBxgXYQeefN7bz5s3T127dlVWVpYiIiIUERGhSy+9VGlpaZo7d25j1gj4BS07gHERduDJ509DQkKC3n//feXl5blPPe/Zs6fS0tIarTjAnwg7gHExQBmezjv6pqWlEXDQIhF2AOMKDQ0NdAloRnzqxtq/f7/eeecdHTx4UJL04Ycf6oorrtDAgQP1+OOPc7dZtAiEHcC46MaCJ68/De+9955uuukmBQUFyWKx6H//93911113aciQIYqLi9OMGTMUEhKiBx980B/1AgDwkwg78OR1y87jjz+uBx54QNXV1Zo/f77uvvtuzZo1Sx999JGWLVumnJwcLVq0yA+lAgDQMHRjwZPXYWfv3r367W9/K4vFogkTJqimpkbDhw93zx8xYoQOHz7cqEUC/kA3FmBcDFCGJ6/DTmVlpWJjY+teHBSkyMhIRUVFuedHRkbKZrM1XoUAAHiJgxl48jrsWCyWeh+i/34OtBQMpAeMi98lePJ6BJfL5dKFF17o/iBVVFSoX79+7qvR8gOCloKdIQCYg9dhZ+HChf6oAwAAwC+8DjsTJkzwavk33nhDY8eOVXR0tLebAgDAJ7TcwpPf74R41113qaioyN+bAQDAjSEV8OT3sMMHDgDQ1PjtgSe/hx0AAIBAIuzAtDjyA4yLMTvwRNiBabEzBIyLgxl4IuwAAAyHgxl48nvY6dSpEzdkQ7PEkR8AmIPX19k5w+VyaevWrTp06JAsFotSU1PVr1+/s9L0zp07z7tIwB848gMAc/Ap7KxatUoTJ07U4cOH3UfHZwLP3//+d11xxRWNWiQAAN6g5RaevO7GysvL07XXXqvOnTvr3Xff1VdffaXdu3dryZIlSk5O1jXXXKMDBw74o1YAABqEllt48rplZ86cORo8eLByc3PrTe/Ro4duuOEGDR8+XM8995yef/75RisS8AeO/ADAHLxu2Vm9erWmTJlyznkWi0VTpkzRqlWrzrcuwO848gOMi4MZePI67OTn5ysjI+MH56enp+vw4cPnVRQAAOeDgxl48jrsVFRUKCoq6gfnR0VFqaqq6ryKApoCR34AYA4+nY21e/duFRYWnnPe8ePHz6sgoKlw5AcYFwcz8ORT2LnqqqvO+UGyWCxyuVz8iAAAgGbD67Bz8OBBf9QBAADgF16HnU6dOvmjDgAAAL/weoDyO++8wwBkAECzxnAKePI67PziF7/QBRdcoDvvvFObNm3yR00AAACNxqe7nt9///3asmWLsrKylJ6erjlz5ujEiRONXRsAAMB58yns3HXXXdq2bZs+//xzXXHFFXr00UfVoUMH3XTTTVq5cmVj1wj4Bc3cAGAOPoWdM/r3768XX3xRx44d08svv6xvv/1WV199tVJTUxurPgAAgPPiddg519FwRESEbr31Vq1atUp79+7Vr371q0YpDvAnLjoGAObgddj5qR+ItLQ0Pf744z4XBDQVurEAwBy8DjsHDx5U27Zt/VEL0KRo2QEAc/A67HTq1MmrI+KMjAwVFBR4uxkAAIBGcV4DlBvi0KFDqq2t9fdmAK/RsgMA5uD3sAM0V4zZAQBzIOwAAABDI+zAtOjGAgBzIOzAtOjGAgBzIOwAAABD83vY+etf/6qkpKRzzps1a5YGDhyo2NhYtWvXTtdff7327t1bb5nq6mplZ2erdevWiomJ0bhx41RUVFRvmfz8fI0ePVpRUVFq166d/vCHP8hut/vtPQEAgJYjxNcXzps375zTLRaLIiIilJaWpiuuuOJHbx2xZs0aZWdna+DAgbLb7frTn/6kESNGaPfu3YqOjpYkTZ06VR9++KGWLFmi+Ph4TZo0STfeeKPWrVsnSXI4HBo9erSsVqvWr1+vY8eO6bbbblNoaKieeOIJX98eTIAxOwBgDj6Hneeee07ffvutqqqq1KpVK0nSd999p6ioKMXExKi4uFhdunTRqlWrlJKScs51fPzxx/WeL1q0SO3atdPWrVt1xRVXqLS0VAsWLNDrr7+uYcOGSZIWLlyonj17auPGjRo8eLBWrFih3bt361//+peSkpLUt29fPfbYY3rwwQc1Y8YMhYWFnbVdm80mm83mfl5WVubrfwa0YIzZAQBz8Lkb64knntDAgQO1f/9+nThxQidOnNC+ffs0aNAgzZ07V/n5+bJarZo6dWqD11laWipJSkxMlCRt3bpVtbW1Gj58uHuZHj16qGPHjtqwYYMkacOGDcrIyKjXVTZy5EiVlZVp165d59zOrFmzFB8f7378UBgDAAAtn89h56GHHtJzzz2nrl27uqelpaXpmWee0fTp05WcnKynnnrK3d30U5xOp6ZMmaJLL71U6enpkqTCwkKFhYUpISGh3rJJSUkqLCx0L/PfY4LOPD+zzH+bPn26SktL3Q9uZ2FOdGMBgDn43I117Nixcw4Cttvt7pDRvn17lZeXN2h92dnZ2rlzp9auXetrSQ0WHh6u8PBwv28HzRvdWABgDj637AwdOlR33XWX/vOf/7in/ec//9E999zjHl+zY8cOpaam/uS6Jk2apGXLlmnVqlVKTk52T7daraqpqVFJSUm95YuKimS1Wt3L/PfZWWeen1kGAACYl89hZ8GCBUpMTFT//v3dLSUDBgxQYmKiFixYIEmKiYnR7Nmzf3AdLpdLkyZN0nvvvadPP/30rGDUv39/hYaGKjc31z1t7969ys/PV1ZWliQpKytLO3bsUHFxsXuZlStXKi4uTr169fL17cEE6MYCAHPwuRvLarVq5cqV2rNnj/bt2ydJ6t69u7p37+5eZujQoT+6juzsbL3++ut6//33FRsb6+7+io+PV2RkpOLj4zVx4kRNmzZNiYmJiouL0+TJk5WVlaXBgwdLkkaMGKFevXrp1ltv1VNPPaXCwkI99NBDys7OpqsKP4puLAAwB5/Dzhk9evRQjx49fHrt/PnzJUlDhgypN33hwoW6/fbbJdWd4h4UFKRx48bJZrNp5MiRevHFF93LBgcHa9myZbrnnnuUlZWl6OhoTZgwQTNnzvSpJgAAYCw+hx2Hw6FFixYpNzdXxcXFcjqd9eZ/+umnP7mOhnQjREREKCcnRzk5OT+4TKdOnbR8+fKfLhrwQMsOAJiDz2Hn97//vRYtWqTRo0crPT2dHw60OIzZAQBz8DnsvPnmm3rrrbd0zTXXNGY9AAAAjcrns7HCwsKUlpbWmLUAAAA0Op/Dzn333ae5c+fSFYAWi88uAJiDz91Ya9eu1apVq/TRRx+pd+/eCg0NrTf/3XffPe/iAH9inBkAmIPPYSchIUE33HBDY9YCAADQ6HwOOwsXLmzMOgAAAPzC5zE7QEvHmB0AMAevWnYuuugi5ebmqlWrVurXr9+PjnnYtm3beRcH+JPdbg90CQCAJuBV2Lnuuuvc95u6/vrr/VEP0GQcDkegSwAANAGvws4jjzxyzr+BlqimpibQJQAAmgBjdmBatOwAgDl41bLTqlWrBl+b5OTJkz4VBDSV2traQJcAAGgCXoWdOXPm+KkMoOkxQBkAzMGrsDNhwgR/1QE0OcIOAJiDV2GnrKyswcvGxcV5XQzQlAg7AGAOXoWdhISEnxyz43K5ZLFYGPyJZo/PKACYg1dhZ9WqVf6qA2hytOwAgDl4FXauvPJKf9UBNDluFwEA5uDzjUAlqaSkRAsWLNBXX30lSerdu7d++9vfKj4+vlGKA/zJ6XQGugQAQBPw+aKCW7ZsUdeuXfXcc8/p5MmTOnnypJ599ll17dqV+2KhRWDMDgCYg88tO1OnTtXYsWP18ssvKySkbjV2u1133HGHpkyZos8++6zRigT8oaEXyAQAtGw+h50tW7bUCzqSFBISogceeEADBgxolOIAAADOl8/dWHFxccrPzz9rekFBgWJjY8+rKKAp0LIDAObgc9gZP368Jk6cqMWLF6ugoEAFBQV68803NXHiRN18882NWSPgF4QdADAHn7uxnnnmGVksFt12222y2+1yuVwKCwvT//t//0+PP/54Y9YI+EVQkM9ZHwDQgvi8tw8LC9PcuXP13Xffafv27friiy908uRJdejQQampqY1ZI+AXhB0AMAev9/Y2m03Tp0/XgAEDdOmll2rFihXKyMjQli1b1K1bN82dO1dTp071R61AoyLsAIA5eN2N9fDDD+uvf/2rhg8frvXr1+sXv/iFfvOb32jjxo2aPXu2fvGLXyg4ONgftQKNis8pAJiD12FnyZIlevXVVzV27Fjt3LlTffr0kd1u1xdffMGAT7QohB0AMAev2/GPHDmi/v37S5LS09MVHh6uqVOnEnTQ4tCNBQDm4PXe3uFwKCwszP08JCREMTExjVoU0BQ8L4gJADAur/f2LpdLt99+u8LDwyVJ1dXVuvvuuxUdHV1vuXfffbdxKgT8hG4sADAHr8POhAkT6j3/9a9/3WjFAE2JsAMA5uB12Fm4cKE/6gCaHGEHAMyBEZowLcIOAJgDYQemxdlYAGAO7O1hWoQdADAH9vYwLcIOAJgDe3uYFmN2AMAcCDswLa76DQDmQNiBaRF2AMAcCDswLcIOAJgDYQemxQBlADAH9vYAAMDQCDswLbqxAMAcCDswLZfLFegSAABNgLAD0yLsAIA5EHZgWnRjAYA5EHYAAIChEXYAAIChEXZgWozZAQBzIOzAtBizAwDmQNgBAACGRtiBadGNBQDmQNiBadGNBQDmQNgBAACGRtiBadGNBQDmQNiBadGNBQDmQNgBAACGRtgBAACGRtiBaTFmBwDMIaBh57PPPtOYMWPUvn17WSwWLV26tN58l8ulhx9+WBdccIEiIyM1fPhw7d+/v94yJ0+e1C233KK4uDglJCRo4sSJqqioaMJ3gZaKMTsAYA4BDTuVlZXKzMxUTk7OOec/9dRTmjdvnl566SVt2rRJ0dHRGjlypKqrq93L3HLLLdq1a5dWrlypZcuW6bPPPtOdd97ZVG8BAAA0cyGB3PioUaM0atSoc85zuVyaM2eOHnroIV133XWSpFdffVVJSUlaunSpbr75Zn311Vf6+OOP9fnnn2vAgAGSpOeff17XXHONnnnmGbVv377J3gsAAGiemu2YnYMHD6qwsFDDhw93T4uPj9egQYO0YcMGSdKGDRuUkJDgDjqSNHz4cAUFBWnTpk0/uG6bzaaysrJ6D5gP3VgAYA7NNuwUFhZKkpKSkupNT0pKcs8rLCxUu3bt6s0PCQlRYmKie5lzmTVrluLj492PlJSURq4eAAA0F8027PjT9OnTVVpa6n4UFBQEuiQAAOAnzTbsWK1WSVJRUVG96UVFRe55VqtVxcXF9ebb7XadPHnSvcy5hIeHKy4urt4D5sOp5wBgDs027KSmpspqtSo3N9c9raysTJs2bVJWVpYkKSsrSyUlJdq6dat7mU8//VROp1ODBg1q8poBAEDzE9CzsSoqKpSXl+d+fvDgQW3fvl2JiYnq2LGjpkyZor/85S/q1q2bUlNT9ec//1nt27fX9ddfL0nq2bOnrr76av3ud7/TSy+9pNraWk2aNEk333wzZ2IBAABJAQ47W7Zs0dChQ93Pp02bJkmaMGGCFi1apAceeECVlZW68847VVJSossuu0wff/yxIiIi3K/5xz/+oUmTJumqq65SUFCQxo0bp3nz5jX5e0HLQzcWAJhDQMPOkCFDfvQHx2KxaObMmZo5c+YPLpOYmKjXX3/dH+XB4Dj1HADModmO2QEAAGgMhB2YFt1YAGAOhB2YFt1YAGAOhB0AAGBohB2YFi07AGAOhB2YFmN2AMAcCDswLVp2AMAcCDswLVp2AMAcCDswLcIOAJgDYQemRTcWAJgDYQcAABgaYQcAABgaYQcAABgaYQcAABgaYQcAYDicbQlPhB2YFjtDwLg42xKeCDsAAMDQCDswLY78AMAcCDswLbqxAMAcCDswLVp2AMAcCDsAAMOh5RaeCDsAAMOh5RaeCDswLY78AMAcCDswLY78AMAcCDsAAMOh5RaeCDsAAMOh5RaeCDsAAMOhZQeeCDsAAMMh7MATYQcAYDinTp0KdAloRgg7MC2O/ADjKisrC3QJaEYIOzAtBjACxuJ5AFNSUhK4QtDsEHYAAIZw/Phx99/5+fkBrATNDWEHAGAIBw4ccP/9tcffAGEHplVbWxvoEgA0ory8PPffhceOqby8PIDVoDkh7MC0qqurA10CgEa0atUqyRKkmqTekqQ1a9YEuCI0F4QdmFZVVVWgSwDQSPbt26e8vDzVJnRUjTVDkkXLly8PdFloJgg7MBW73e7++9ixYwGsBEBj+uCDDyRJtW0vlCssSvb4ZO3evbte1xbMi7ADUzly5Ij776+//jqAlQBoLFu2bNGyZcvkjIiTI669JKkmqack6cknn5TNZgtkeWgGCDswFc+zNQ4cOMCFBYEWrri4WDNnPiaXLDrVZYhkqftZc8Qnq6ZtD+Xl5Wnu3LmBLRIBR9iBqeTm5kqSHBHxKi8v15YtWwJcEQBf2Ww2zZgxQ2VlparuOFjO6Db153ccJEd0Gy1fvlzLli0LUJVoDgg7MI09e/Zo3bp1ssdaVd11qCRpwYIFtO4ALdChQ4d09933aPfu3aptnabatt3PXigoWKe6DpNCwvXMM8/oxRdfVE1NTdMXi4Aj7MA0/v73v0uSajpcJGdUomoTU7Vnzx5t2LAhwJUBaCiXy6UPPvhAd955lw4ePKCadr1U3flS6Qdu/+IKj1Fl91FyRiTorbfeUnZ2tgoKCpq4agQaYQeG53A49Le//U2bN2+WPa69HLFWSZKt/UWSLHrmmWe0e/fuwBYJ4CeVl5drxowZmj17tmqcFlV1Gy5bp8FSUPCPvs4ZlajKXmNV07a79u/frzt+9zt9/PHHtOqaiMXF/22VlZUpPj5epaWliouLC3Q5aETl5eX6y1/+ok2bNskZEaeqbiPkivj+/3Fo8VeKyN+okOBgTZ06VaNHjw5gtQDOpbi4WO+++67++c9/qqqqSvbYC1Td5Uq5wqK8XlfIyYOKPLxOstcoLa2bbr55vIYMGaKQkBA/VA5/a+jvN2FHhB2jOnDggB566CEdPXpU9vgUnepypRQSdtZywWVHFfX1aslereuuu06TJk1SaGho0xcMoJ79+/frrbfe0qeffiqHwyFXWJRsSRmqTerpPuvKFxZbhcKPbFHodwcll0tt27bVz3/+c1177bWKjo5uxHcAfyPseIGwYyxHjx7V8uXLteTtt2WrrpatfV/VtO/3g336Ut3OLzIvV8FVJ9StWzfddNNNuuKKKxQeHt6ElQNwuVzavHmzFi9erG3btkmSHJGtVGPNkD0x9Se7rLxhsVUorGiXwo7vkxy1ioqK0pgxYzRu3Di1a9eu0bYD/yHseIGw0/LV1NRo7dq1WrZsmXsH6QoJV3Xny2Rv1alhK3HYFZG/QaHH90uSYmJiNGLECF177bXq0qWLv0oHTM/pdGrPnj3697//rc8++7e++abu4p/2uA6qsabXXSjwRw5WzpvdptBv9ym8eLcsNZUKDg5W//79dfnll+uSSy5R69at/bdtnBfCjhcIOy3XwYMH9eGHH+qTFStUXlYmSbLHXqDathfWhZwg7/vhLbZyhX67T2HH98tSW3f/rB49eujaa6/VsGHDFBXl/TgBAPXV1tZq+/btWrt2rdauXasTJ07UzQgOVW1CJ9VY0+WMSmzaopwOhZw8qLDi3QquPC5Jslgs6tWrly6//HJddtllSk5Obtqa8KMIO14g7LQcLpdLBQUF2r59uz755BPt2rWrbnpopGpad1Nt225yRcQ30sacCi49otBv9ym0tEByuRQREaFhw4bpyiuvVK9evRQbG9s42wJMoKqqSps3b9batWu1YcMGVVZWSpJcIRGqTegoe6tOcsRd4NNBSmOz2CoUUpKvkO8OK6SiUDr9U5mamqrLLrtMl19+ubp16yaLP1uc8JMIO14g7DRfNptN+/bt086dO7Vz507t2LlTZaWlp+daZI9PrmvFiU+Rgvx3JQVLTZVCj+9X6PF9CrKV102zWNS5c2elp6crIyND6enpuuCCC9j5Aac5HA59/fXX+uKLL7R161Zt3bpVtbW1kiRneKzsZwJOTLvzGnDsd3abO/iElh2VnHU3FG7Xrp2ysrKUmZmpzMxMursCgLDjBcJO81FSUuIONjt37tSePXvq3ancGR4rR0w7OWKSZE9IkSusic+ccLkUXFGk4LJjCq4oUkjlt5Kj1j27VWKiMtLTlX760a1bN87sgmnY7Xbl5eVp+/bt+uKLL/Tll1+6W28kyRGVKHtCJ9lbdZIzspV/x+H4i8OukLJv6lp8SgtksX9/k9GUlBT17dtXffv2VWZmptq0afMjK0JjIOx4gbATGC6XS/n5+d+32uzYUe+u5LIEyRHV2h1uHLHt5AptZuNlXE4FnfpOweVFCq4oVnBFkYJqvt+5h4WFq2fPHu7wk56eTtcXDMNut2vfvn0e4WaHTp2qcs93RsTLHmuV4/SjyQ9O/M3lVFDVSQWXHVNIeaGCK4pkcXx/O4oOHTooMzPTHYA4w6vxEXa8QNjxL6fTqaKiIh0+fFiHDh3SoUOHdPjwYR08dEjVp065l3OFhMsR3a4u3MQmyRHdpln03XvLUlNZL/wEV52U9P3XrF27durcubM6d+6sTp06qXPnzurYsSMhCM1edXW19uzZo507d+qLL77Qjh07VF1d7Z7viEyQI8YqR9zpcNPcDk787Uz4KS9UcHmhQiqK6rX8WC+4QH1Pd3n17t1bKSkpdHufJ8KOFwg7jcPhcKiwsLBeoDnzr81mq79wULAcEfFyRibWBZuYdnJGJLTMZu2f4qhVcOW3dQGo8lsFnfquXuvPGa1bt1Zqaqo7AJ35l88kAsHlcqmwsFC7du3Srl27tHPnTn399ddyOp3uZRyRrU632lwgR2ySXKGRAay4GXK5FHTKI/yUF8li/z4cxsbGqnfv3urVq5d69+6tnj17cranlwg7XiDseMdut+vo0aP1wsyhQ4eUn59/9h2Fg0JOh5oEOSMT5IhoJWdkglzhMc17QKK/OWoVdKpEQdUlCj5V4v77zOBnT61atXK3BHmGoISEhKavG4Zls9m0d+9ed7jZtWuXvvvuu+8XCAqWPapN3YFJTDvZY5OkkIjAFdwSuVwKOlVS1+JbUazgimIF2crcsy2WIHXpkqrevXu7Hx06dKD150cQdrxA2Dm38vJyffPNNyooKNCRI0eUn5+vw4cPKz8/v96gYUlScOjpUNNKjogEd7hxhcUYs7XGXxy1Cqou/T78nDodhmzl8uwKk6S4+Hilnu4C69ixo5KTk5WSkiKr1cp9fvCTiouLtWPHDu3evVu7du3S/v375XA43POdYTFyxLStGy8X007OyES/nvFoVpbaagVVFrvDT0jlcffZXlLd9zz9dPDp1auXevbsqYgIQuYZhB0vmDns2Gw2HT16VEeOHHGHmoKCAhUUFKikpOSs5V3BYXJGJMgR+X2gcUYk1A08JNT4j9P+fQjyDEK2Mvf1P84IDg7WBRe0V0pKXfg5E4KSk5PVpk0bjhJN6MzJADt27HCfJVVUVPT9AkHBdScDnBkzF9POp5tsohG4nAqq+k7BHgHIs8U3OCRE3S+8UJmZmcrIyFBGRoapx/sRdrxg9LDjcDhUXFxcL8yc+beoqEhnfQQsQXKEx8oVESdneLycEXFyRsTLGRFf1yfPj2Xz4XQoyFamoOoyBVWXynL632BbmSy1p85aPCIiol748fzXzDtMo/G8vk1dwPlSpaUl7vmukIi6s6ROBxtnVOtGvecUGpel9lRd6KkoVkh5kYKrjkuuurFTFotFqamp6tOnjzIzM9WnTx9TXe+HsOMFo4SdiooKHThw4KwWmm+++ebsbidJzrBoOcPPBBmPQGP28TRGYa85HYRKTz++D0Ke1wY6Iy4+Xh3/KwR16tRJycnJdIs1c2fG23z55Zf68ssvtWPHzvqngIfHnL58g1X2GKtcEXEctLRkDvvpkx4KFVxRqJCKb+t1fXXo0EF9+vRxP9q3b2/YFl3CjhdaWthxuVw6duyYvv76a+Xl5SkvL09ff/21CgsLz142JPwcgSZOzvA4KZiL3ZmSyyVL7am6AGT77xahcvcR4xmhYWHqkpqqrl27Ki0tTWlpaerSpYtiYmIC9AYgSZWVlVq3bp1Wr16tzz//3H1lYklyRCTUneUYa5UjJqnuAAbG5XQqqOrE6fBTdNYp723bttOQIVdqyJAh6tWrl6GCD2HHC8057NhsNh08eLBeqMnL+7reUZskuUKj5IhqJUdk4ulxNHWhhrMl4BWXUxZbxfctQae+U/Cpkwo+9Z3kdNRb1Gq11gtAXbt25XYZflZVVaX169dr1apV2rx5szvgOCIT5Yi74PtwE8r33tTcZ32dPuW97Kg7/LRr105DhgzR0KFD1aNHjxb/fSXseKE5hB2Xy6UTJ06c1VpTUHBELs8jbUtQ3VlPUYl1wSaq7sH1LeBXLmdd+Kk6WXfRtFMnFVx10n1X+DOioqLUtWvXeiEoNTVV4eHhASq85auqqtKGDRu0evVqbdy48fuAE5Uoe6tU1Sam1nVLAT/E6VRw+VGFnDyo0JJ8d/BJSkrS0KFDNWTIEHXv3r1FBh/ThZ2cnBw9/fTTKiwsVGZmpp5//nldfPHFDXptIMPOkSNH9MYbb2jt2nX1BhBKp68ofDrQOKIS5TzdasNAQjQXltpTdQHodPgJqjqp4OrSel1hFkuQUlM767rrrtPVV19N8GmgsrIyzZ07V5/9+9+qPX39KkdkK9kTzwSc+ABXiBbJ6VBw2VGFfndIId8ddt/ewmq16pZbbtGYMWMCXKB3TBV2Fi9erNtuu00vvfSSBg0apDlz5mjJkiXau3dvg+5FEoiwc+DAAb322mtatWq1XC6nnGHRckS3rRdsOJ0bLZLTUXdqfNX3ASiksm4AZavERI2/6SaNHTuWK8X+iG+//Vb333+/Dh8+LEdkguyJXVTbKlWuSAIOGtGZ4HO6xUeOGv3617/WxIkTW0wrj6nCzqBBgzRw4EC98MILkuruxZSSkqLJkyfrj3/840++vinDzu7du/Xaa69p/fr1kiRHVGvVtM+UPaETwQaGZak9pdCi3Qov/kpy1Cg2Nlbjxo3TjTfe2OzGyQVaQUGB7rv/fhUXFanGmi5b8kD2DfA7i61CUfs+UVB1qcaMGaMpU6YoOLj59yKYJuzU1NQoKipKb7/9tq6//nr39AkTJqikpETvv//+Wa+x2Wz17tVUVlamlJQUv4adAwcO6Pnnn9d//vMf9zR7XAfZ49tLYkfWFP72SPY5p9/xaE4TV2JeFkeNQr/dp6DTY30iIiN1w/XXa+LEiZzeLunrr7/WtGnTVFpaKkdEgmrbXhjokloMvt/nz1JbrbDCHbLIpSFDhujPf/5zsw88DQ07LX7vcvz4cTkcDiUlJdWbnpSUpD179pzzNbNmzdKjjz7aFOW5vfLKK/WCjiSFlH2jkLJvmrQOMwuquf2c0yMKNjdtIXCrPnVKb7zxhi6++GL169cv0OUE3D//+U+VlpZKkoKrSxTMZ7PB+H43rtWrV+u2225Tly5dAl1Ko2jxLTtHjx5Vhw4dtH79emVlZbmnP/DAA1qzZo02bdp01msC0bJTXl6uXbt2+WXdQEsWHR2t9PT0FjNGwJ8qKyu1c+fOs69qDjSx2NjYFnFNHtO07LRp00bBwcH17/MiqaioSFar9ZyvCQ8Pb/IzQmJjYzV48OAm3SaAliU6OlqDBg0KdBmA4bT4ewKEhYWpf//+ys3NdU9zOp3Kzc2t19IDAADMqcW37EjStGnTNGHCBA0YMEAXX3yx5syZo8rKSv3mN78JdGkAACDADBF2xo8fr2+//VYPP/ywCgsL1bdvX3388cdnDVoGAADm0+IHKDeG5nC7CAAA4J2G/n63+DE7AAAAP4awAwAADI2wAwAADI2wAwAADI2wAwAADI2wAwAADI2wAwAADI2wAwAADI2wAwAADM0Qt4s4X2cuIl1WVhbgSgAAQEOd+d3+qZtBEHYklZeXS5JSUlICXAkAAPBWeXm54uPjf3A+98aS5HQ6dfToUcXGxspisQS6HPhZWVmZUlJSVFBQwL3QAIPh+20uLpdL5eXlat++vYKCfnhkDi07koKCgpScnBzoMtDE4uLi2BkCBsX32zx+rEXnDAYoAwAAQyPsAAAAQyPswHTCw8P1yCOPKDw8PNClAGhkfL9xLgxQBgAAhkbLDgAAMDTCDgAAMDTCDgAAMDTCDgAAMDTCDkwlJydHnTt3VkREhAYNGqTNmzcHuiQAjeCzzz7TmDFj1L59e1ksFi1dujTQJaEZIezANBYvXqxp06bpkUce0bZt25SZmamRI0equLg40KUBOE+VlZXKzMxUTk5OoEtBM8Sp5zCNQYMGaeDAgXrhhRck1d0TLSUlRZMnT9Yf//jHAFcHoLFYLBa99957uv766wNdCpoJWnZgCjU1Ndq6dauGDx/unhYUFKThw4drw4YNAawMAOBvhB2YwvHjx+VwOJSUlFRvelJSkgoLCwNUFQCgKRB2AACAoRF2YApt2rRRcHCwioqK6k0vKiqS1WoNUFUAgKZA2IEphIWFqX///srNzXVPczqdys3NVVZWVgArAwD4W0igCwCayrRp0zRhwgQNGDBAF198sebMmaPKykr95je/CXRpAM5TRUWF8vLy3M8PHjyo7du3KzExUR07dgxgZWgOOPUcpvLCCy/o6aefVmFhofr27at58+Zp0KBBgS4LwHlavXq1hg4detb0CRMmaNGiRU1fEJoVwg4AADA0xuwAAABDI+wAAABDI+wAAABDI+wAAABDI+wAAABDI+wAAABDI+wAAABDI+wAAABDI+wA8DuLxaKlS5cGugwAJkXYAXDeCgsLNXnyZHXp0kXh4eFKSUnRmDFj6t14NZDee+89DR48WPHx8YqNjVXv3r01ZcoU9/wZM2aob9++Xq930aJFSkhIaLQ6AfgHNwIFcF4OHTqkSy+9VAkJCXr66aeVkZGh2tpaffLJJ8rOztaePXv8st2amhqFhYX95HK5ubkaP368Hn/8cY0dO1YWi0W7d+/WypUr/VIXgGbIBQDnYdSoUa4OHTq4Kioqzpr33XffuVwul0uS6+WXX3Zdf/31rsjISFdaWprr/fffdy+3cOFCV3x8fL3Xvvfeey7PXdQjjzziyszMdL388suuzp07uywWS4PW/fvf/941ZMiQH6x/4cKFLkn1HgsXLnS5XC7X7NmzXenp6a6oqChXcnKy65577nGVl5e7XC6Xa9WqVWe97pFHHnHX9N5779XbTnx8vHu9NpvNlZ2d7bJara7w8HBXx44dXU888cQP1gjg/NCNBcBnJ0+e1Mcff6zs7GxFR0efNd+zi+fRRx/VTTfdpC+//FLXXHONbrnlFp08edKr7eXl5emdd97Ru+++q+3btzdo3VarVbt27dLOnTvPuc7x48frvvvuU+/evXXs2DEdO3ZM48ePlyQFBQVp3rx52rVrl1555RV9+umneuCBByRJl1xyiebMmaO4uDj36+6///4GvY958+bpn//8p9566y3t3btX//jHP9S5c2ev/lsAaDjCDgCf5eXlyeVyqUePHj+57O23365f/vKXSktL0xNPPKGKigpt3rzZq+3V1NTo1VdfVb9+/dSnT58GrXvy5MkaOHCgMjIy1LlzZ9188836+9//LpvNJkmKjIxUTEyMQkJCZLVaZbVaFRkZKUmaMmWKhg4dqs6dO2vYsGH6y1/+orfeekuSFBYWpvj4eFksFvfrYmJiGvQ+8vPz1a1bN1122WXq1KmTLrvsMv3yl7/06r8FgIYj7ADwmcvlavCynuEkOjpacXFxKi4u9mp7nTp1Utu2bb1ad3R0tD788EPl5eXpoYceUkxMjO677z5dfPHFqqqq+tHt/etf/9JVV12lDh06KDY2VrfeeqtOnDjxk6/7Kbfffru2b9+u7t27695779WKFSvOa30AfhxhB4DPunXrJovF0qBByKGhofWeWywWOZ1OSXXdRf8dnGpra89ax7m6yn5q3Wd07dpVd9xxh/72t79p27Zt2r17txYvXvyD9R46dEjXXnut+vTpo3feeUdbt25VTk6OpLoWph9jsVh+9P1cdNFFOnjwoB577DGdOnVKN910k37+85//6DoB+I6wA8BniYmJGjlypHJyclRZWXnW/JKSkgatp23btiovL6+3Ds8xOY2tc+fOioqKcm8vLCxMDoej3jJbt26V0+nU7NmzNXjwYF144YU6evRovWXO9Tqp7v0cO3bM/Xz//v1ntQbFxcVp/Pjxevnll7V48WK98847Xo9hAtAwnHoO4Lzk5OTo0ksv1cUXX6yZM2eqT58+stvtWrlypebPn6+vvvrqJ9cxaNAgRUVF6U9/+pPuvfdebdq0SYsWLWqU+mbMmKGqqipdc8016tSpk0pKSjRv3jzV1tbqZz/7maS68HPw4EFt375dycnJio2NVVpammpra/X8889rzJgxWrdunV566aV66+7cubMqKiqUm5urzMxMRUVFKSoqSsOGDdMLL7ygrKwsORwOPfjgg/Van5599lldcMEF6tevn4KCgrRkyRJZrVau2QP4CS07AM5Lly5dtG3bNg0dOlT33Xef0tPT9bOf/Uy5ubmaP39+g9aRmJio1157TcuXL1dGRobeeOMNzZgxo1Hqu/LKK3XgwAHddttt6tGjh0aNGqXCwkKtWLFC3bt3lySNGzdOV199tYYOHaq2bdvqjTfeUGZmpp599ln9z//8j9LT0/WPf/xDs2bNqrfuSy65RHfffbfGjx+vtm3b6qmnnpIkzZ49WykpKbr88sv1q1/9Svfff7+ioqLcr4uNjdVTTz2lAQMGaODAgTp06JCWL1+uoCB2yYA/WFzejDAEAABoYTiMAAAAhkbYAQAAhkbYAQAAhkbYAQAAhkbYAQAAhkbYAQAAhkbYAQAAhkbYAQAAhkbYAQAAhkbYAQAAhkbYAQAAhvb/ARmy4/nFHIQDAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"ChurnStatus\" , y= \"Rolling_7D_Books\"\n", " , data=test4, cut = 0)" ] }, { "cell_type": "code", "execution_count": 63, "id": "ad603e24-aec6-477d-83fc-395b89da87d1", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=test4, x=\"Rolling_7D_Books\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of Rolling_7D_Books by Churn Status\")\n", "plt.xlabel(\"Total Amount of Rolling_7D_Books(Log Scale) \")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) # 添加清晰图例\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 64, "id": "ec5714ea-6fa8-474c-b1f2-a67f739061aa", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"ChurnStatus\" , y= \"Rolling_7D_Electronics\"\n", " , data=test4, cut = 0)\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 65, "id": "624f68f3-eb3c-47c2-8456-1813ae254b83", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=test4, x=\"Rolling_7D_Electronics\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of Rolling_7D_Electronics by Churn Status\")\n", "plt.xlabel(\"Total Amount of Rolling_7D_Electronics(Log Scale) \")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) # 添加清晰图例\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 66, "id": "eb93c7ff-9dd9-495b-af3d-e48e5879f5ce", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"ChurnStatus\" , y= \"Rolling_7D_Clothing\"\n", " , data=test4, cut = 0)\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 67, "id": "015a19ca-88bb-4d9e-9c0b-b10748eac11f", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=test4, x=\"Rolling_7D_Clothing\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of Rolling_7D_Clothing by Churn Status\")\n", "plt.xlabel(\"Rolling_7D_Clothing\")\n", "plt.ylabel(\"Total Amount (Log Scale)\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) \n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 68, "id": "9de41c8e-a19f-4ae7-a7eb-68c79086c0d5", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"ChurnStatus\" , y= \"Rolling_7D_Furniture\"\n", " , data=test4, cut = 0)\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 69, "id": "475a5cde-1b7b-4377-a7eb-9cce446bc653", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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/P7/bHnundUWxbds2rl69esfBdIWRV62iqMmTs7MzvXr1ynepV69esWKoW7fuXe+712tb1m6NLSwsDEVReOutt4w/yPIueRVSCjOw69bPPkDDhg3zffZ79+6Nh4cHv/zyC6D++Pntt98YPHhwgX8ve3t7oOg/cor7OS9IWf1t+/bty7p160hMTGT79u1MmTKFixcvMnDgwEK9/vHx8Tz//PO4ublhbW2Ni4uLMdakpKR7Pr4oPvroI0JDQ/H29qZt27bMnDmz3H7QieKTPsSiSrpy5QpJSUkFJh/W1tZs376dLVu2sGbNGtauXcvSpUvp0aMH69evx9TU9J7HKUq/38K62+Qher2+UDGVhrsdRynGwLTSkpeQgfrPsXHjxgwcOJDPPvuMqVOnlmssWr4+v/zyCyYmJvla4YsiNDQUV1dXYxJVGgp6z95JQZ+b0n5tdTrdHR9b2NjyfiC//PLLd23VLumPnDympqY89NBDfPPNN3z55Zfs2rWLiIiIe1b3sLe3x9PTM98gvcIe705ufr0q2t/WxsaGLl260KVLF5ydnZk1axb//fcf48ePL/BxI0eOZPfu3UybNo2goCDs7OwwGAzcf//9hWoEKcrrMHLkSLp06cKKFStYv349c+bM4cMPP+Svv/6iX79+hXuiotxJC7Gokn7++WeAu/4Dy2NiYkLPnj2ZO3cuJ06c4P3332fz5s3GU5alPbPd2bNn891WFIWwsLB8o7hr1qx5x6Lwt7ZuFiU2Hx8fIiIibmtBOnXqlPH+0uDj48PZs2dv+wdT2scBGDBgAF27dmX27NmkpaUZ918ez/Ne8o5za3WEu60rrKysLP7880+6deuGp6dnkR+/Z88ezp07d8faxSWR19J36/u2tFrk76Wgz0JhP093k9cKbm5uflsLed6lMK3tt372Ac6cOXNbBYdx48aRnJzM33//zS+//IKLi8s9v8cABg4cyLlz59izZ0+hnldhlfT1K0t5JTcjIyOBu78PEhIS2LRpE9OnT2fWrFkMHTqU3r173/EMx932UdT3uIeHB08//TQrV64kPDycWrVq8f777xfqeQltSEIsqpzNmzfz7rvvUrdu3QJPK8fHx9+2Lm+Ci6ysLABsbW2B278EiytvpHme5cuXExkZma/VoH79+uzdu5fs7Gzjun/++ee28mxFia1///7o9Xrmz5+fb/2nn36KTqcrtVaL/v37ExUVlW/UeG5uLl988QV2dnZ07dq1VI6T59VXX+XatWt88803xuOXx/O8F09PTwICAvjpp5/yTaixbds2jh07Vuz9/vvvvyQmJharu8TFixeZMGECFhYWxtJSpSWvH+r27duN69LS0vKV2ytLeZUu7vRZqF+/PqdOncpXJeDIkSPGajL34urqSrdu3fj666+NidfNClt9YOXKlfn6Gu/fv599+/bd9p5s3rw5zZs359tvv+XPP/9k9OjRhaqf/sorr2Bra8tjjz1GdHT0bfefO3eOzz77rFCx3qx+/fokJSVx9OhR47rIyEhWrFhR5H0V16ZNm+64Pq//dV6Vkru9D/Japm9tiZ43b95t+7zb96q9vT3Ozs753uMAX375Zb7ber3+ti4Yrq6ueHp6Gv+viIpJukyISu2///7j1KlT5ObmEh0dzebNm9mwYQM+Pj6sXr26wILw77zzDtu3b2fAgAH4+PgQExPDl19+Se3atencuTOg/jNwdHRk4cKF1KhRA1tbW9q1a1dgP7mCODk50blzZyZOnEh0dDTz5s3Dz88vX2m4xx57jOXLl3P//fczcuRIzp07x5IlS/INfilqbIMGDaJ79+688cYbXLhwgcDAQNavX8+qVat44YUXbtt3cT3xxBN8/fXXTJgwgeDgYHx9fVm+fDm7du1i3rx5Re63ei/9+vUjICCAuXPnMmXKlHJ7noUxe/ZsBg8eTKdOnZg4cSIJCQnMnz+fgICA22adK6xffvkFS0vLAgdYgTpIaMmSJRgMBhITEzlw4AB//vknOp2On3/+udglye6mT58+1KlTh0mTJjFt2jRMTU35/vvvcXFxKfZ00UVhbW2Nv78/S5cupWHDhjg5OREQEEBAQACPPvooc+fOpW/fvkyaNImYmBgWLlxI06ZNjYPR7mXBggV07tyZZs2a8fjjj1OvXj2io6PZs2cPV65c4ciRI/fch5+fH507d2by5MlkZWUxb948atWqxSuvvHLbtuPGjePll18GKPRkKPXr1+fXX39l1KhRNGnSJN9Mdbt37zaWPyyq0aNH8+qrrzJ06FCee+450tPT+eqrr2jYsGG51dUdPHgwdevWZdCgQdSvX5+0tDQ2btzI33//TZs2bRg0aBBQ8Pvgvvvu46OPPiInJwcvLy/Wr19PeHj4bcdq1aoVAG+88QajR4/G3NycQYMGGX9s/O9//+Oxxx6jdevWbN++nTNnzuR7fEpKCrVr12bEiBEEBgZiZ2fHxo0bOXDgAJ988knZv1ii+DSqbiFEieSV8cm7WFhYKO7u7krv3r2Vzz77LF95rzy3lgnatGmTMnjwYMXT01OxsLBQPD09lTFjxihnzpzJ97hVq1Yp/v7+ipmZWb6yO127dlWaNm16x/juVnbtt99+U1577TXF1dVVsba2VgYMGKBcvHjxtsd/8sknipeXl2Jpaal06tRJOXjw4B3LR90ttjuVSkpJSVFefPFFxdPTUzE3N1caNGigzJkzJ18ZJEVRbitlludu5eBuFR0drUycOFFxdnZWLCwslGbNmt2xVFFRy67dbdvFixfne+6FfZ4lKbt2p7Jm3KHc0++//640btxYsbS0VAICApTVq1crw4cPVxo3blyo532zpKQkxcrKShk2bNhdt8mLL+9iZmamODk5Ke3atVNee+21O77XCqMwf6vg4GClXbt2ioWFhVKnTh1l7ty5dy27dqd95b3+f/zxxx2f083voTu9v3fv3q20atVKsbCwuO1vsWTJEqVevXqKhYWFEhQUpKxbt65If1tFUZRz584p48aNU9zd3RVzc3PFy8tLGThwoLJ8+fICX5eb9/vJJ58o3t7eiqWlpdKlSxflyJEjd3xMZGSkYmpqqjRs2LDAfd/JmTNnlMcff1zx9fVVLCwslBo1aiidOnVSvvjii3xl44ryOV+/fr0SEBCgWFhYKI0aNVKWLFly17Jrd9rn3cpk3ukzdye//fabMnr0aKV+/fqKtbW1YmVlpfj7+ytvvPHGbd/1d3sfXLlyRRk6dKji6OioODg4KA8++KASERFxx8/tu+++q3h5eSkmJib53r/p6enKpEmTFAcHB6VGjRrKyJEjlZiYmHz7yMrKUqZNm6YEBgYqNWrUUGxtbZXAwEDlyy+/LPA5Cu3pFEXDUTJCCFHNBAUF4eLiUqzJMUT1EBcXh4eHB2+//TZvvfWW1uEIUS1IH2IhhCgDOTk55Obm5lu3detWjhw5csephIXIs3jxYvR6PWPHjtU6FCGqDWkhFkKIMnDhwgV69erFI488gqenJ6dOnWLhwoU4ODgQGhpKrVq1iI+Pzzd48lampqZFntK6KKKiogq839raGgcHhzI7vshv8+bNnDhxgrfeeovu3bvz119/aR2SENWGJMRCCFEGkpKSeOKJJ9i1axexsbHY2trSs2dP/ve//xkH93Xr1q3A2ft8fHzKdNKWe5XuGz9+PIsXLy6z44v8unXrxu7du+nUqRNLlizJN7OdEKJsSUIshBAaCQ4OLnCWLmtrazp16lRmx9+4cWOB93t6et51Gl4hhKhKJCEWQgghhBDVmgyqE0IIIYQQ1ZpMzFFMBoOBiIgIatSoUerT+wohhBBCiJJTFIWUlBQ8PT0xMbl7O7AkxMUUERGBt7e31mEIIYQQQoh7uHz5MrVr177r/ZIQF1PeFLSXL1/G3t5e42iEEEIIIcStkpOT8fb2NuZtdyMJcTHldZOwt7eXhFgIIYQQogK7V/dWGVQnhBBCCCGqNUmIhRBCCCFEtSYJsRBCCCGEqNakD7EQQgghKgVFUcjNzUWv12sdiqggTE1NMTMzK3EJXEmIhRBCCFHhZWdnExkZSXp6utahiArGxsYGDw8PLCwsir0PSYiFEEIIUaEZDAbCw8MxNTXF09MTCwsLmRRLoCgK2dnZxMbGEh4eToMGDQqcfKMgkhALIYQQokLLzs7GYDDg7e2NjY2N1uGICsTa2hpzc3MuXrxIdnY2VlZWxdqPDKoTQgghRKVQ3NY/UbWVxvtC3llCCCGEEKJak4RYCCGEEEJUa5IQCyGEEEIUkU6nY+XKlVqHIUqJJMRCCCGEELeIiori2WefpV69elhaWuLt7c2gQYPYtGmT1qEBsGLFCtq3b4+DgwM1atSgadOmvPDCC8b7Z86cSVBQUJH3u3jxYhwdHUstzspCqkwIIYQQQtzkwoULdOrUCUdHR+bMmUOzZs3Iyclh3bp1TJkyhVOnTpXJcbOzswtVS3fTpk2MGjWK999/nwceeACdTseJEyfYsGFDmcRVHUgLsRBCCCHETZ5++ml0Oh379+9n+PDhNGzYkKZNmzJ16lT27t1r3C4uLo6hQ4diY2NDgwYNWL16tfG+O7W0rly5Ml/95LxW3G+//Za6desaS4bpdDq+/fbbu+7777//plOnTkybNo1GjRrRsGFDhgwZwoIFC4zHnjVrFkeOHEGn06HT6Vi8eDEAc+fOpVmzZtja2uLt7c3TTz9NamoqAFu3bmXixIkkJSUZHzdz5kxjTLd2EXF0dDTuNzs7m2eeeQYPDw+srKzw8fHhgw8+KPbfoLxJQiyEEEIIcV18fDxr165lypQp2Nra3nb/zUnurFmzGDlyJEePHqV///48/PDDxMfHF+l4YWFh/Pnnn/z111+EhIQUat/u7u4cP36c0NDQO+5z1KhRvPTSSzRt2pTIyEgiIyMZNWoUoJYo+/zzzzl+/Dg//vgjmzdv5pVXXgGgY8eOzJs3D3t7e+PjXn755UI9j88//5zVq1ezbNkyTp8+zS+//IKvr2+RXgstSUIshBBCCHFdWFgYiqLQuHHje247YcIExowZg5+fH7NnzyY1NZX9+/cX6XjZ2dn89NNPtGjRgubNmxdq388++yxt2rShWbNm+Pr6Mnr0aL7//nuysrIAdbIKOzs7zMzMcHd3x93dHWtrawBeeOEFunfvjq+vLz169OC9995j2bJlAFhYWODg4IBOpzM+zs7OrlDP49KlSzRo0IDOnTvj4+ND586dGTNmTJFeCy1JQiyEEEIIcZ2iKIXe9uYE1tbWFnt7e2JiYop0PB8fH1xcXIq0b1tbW9asWUNYWBhvvvkmdnZ2vPTSS7Rt25b09PQCj7dx40Z69uyJl5cXNWrUYOzYsVy7du2ej7uXCRMmEBISQqNGjXjuuedYv359ifZX3mRQXSWSd/qiNHh4eODh4VEq+xJCCCGqigYNGqDT6Qo1cM7c3DzfbZ1Oh8FgANSuCbcm1zk5Obft407dMu617zz169enfv36PPbYY7zxxhs0bNiQpUuXMnHixDvu88KFCwwcOJDJkyfz/vvv4+TkxM6dO5k0aRLZ2dkFTout0+kKfD4tW7YkPDyc//77j40bNzJy5Eh69erF8uXL77rPikQS4krk66+/ZtasWaWyrxkzZhg7ygshhBBC5eTkRN++fVmwYAHPPffcbQlrYmJiocqSubi4kJKSQlpamnEfN/cRLm2+vr7Y2NiQlpYGqN0f9Hp9vm2Cg4MxGAx88sknxumO87pL5LnT40B9Pjc3yp09e/a2VmV7e3tGjRrFqFGjGDFiBPfffz/x8fE4OTmVynMsS5IQVyJPPvkkDzzwQKnsS1qHhRBCiDtbsGABnTp1om3btrzzzjs0b96c3NxcNmzYwFdffcXJkyfvuY927dphY2PD66+/znPPPce+ffuMFRlKaubMmaSnp9O/f398fHxITEzk888/Jycnh969ewNqghweHk5ISAi1a9emRo0a+Pn5kZOTwxdffMGgQYPYtWsXCxcuzLdvX19fUlNT2bRpE4GBgdjY2GBjY0OPHj2YP38+HTp0QK/X8+qrr+ZrxZ47dy4eHh60aNECExMT/vjjD9zd3StPTWNFFEtSUpICKElJSVqHIoQQQlRpGRkZyokTJ5SMjIxyO2ZERIQyZcoUxcfHR7GwsFC8vLyUBx54QNmyZYuiKIoCKCtWrMj3GAcHB+WHH34w3l6xYoXi5+enWFtbKwMHDlQWLVqk3Jx6zZgxQwkMDLzt2Pfa9+bNm5Xhw4cr3t7eioWFheLm5qbcf//9yo4dO4zbZ2ZmKsOHD1ccHR0VwPjYuXPnKh4eHoq1tbXSt29f5aefflIAJSEhwfjYp556SqlVq5YCKDNmzFAURVGuXr2q9OnTR7G1tVUaNGig/Pvvv/liWrRokRIUFKTY2toq9vb2Ss+ePZVDhw4V9uUukYLeH4XN13SKUoTe48IoOTkZBwcHkpKSsLe31zocIYQQosrKzMwkPDw8X61eIfIU9P4obL4mVSaEEEIIIUS1JgmxEEIIIYSo1iQhFkIIIYQQ1ZpUmagkWr+3AUUBB2tzalib413TmgAvBwI8HWjp44iNhfwphRBCCCGKQ7KoSsBgULiWlo2iwLW0bACOXE7kn6NqPUArcxO6NXSlXzN3+jZ1x8rcVMtwhRBCCCEqFUmIKwGdDna+2oPkjBySMnJITM/hfFwqx68mE3I5kauJGaw9HsXa41E42VowvoMvYzv44GRroXXoQgghhBAVniTElYBOp8PL0RovR+vb7lMUheMRyawNjWLF4atcTczg041n+GpbGE/eV5/J3epLi7EQQgghRAFkUF0lp9PpCPBy4OW+jdg2rRufj2lBgJc9mTkGPtt0lp6fbGNtaJTWYQohhBBCVFiSEFchZqYmPBDoyd/PdGbBQy3xdLDiamIGTy0J5oXfD5OSmaN1iEIIIYQQFY4kxFWQTqdjQHMPNr7UlSnd62NqomNlSAT9P9/BoUsJWocnhBBCiHJw4cIFdDodISEhZX4snU7HypUrC9zm2rVruLq6cuHChULvd+HChQwaNKhkwRWCJMSVSGRkJIcOHSr05VToUXq6pPNuNydcbU25HJ/Bg1/tZs7ynURGRmr9dIQQQogqb8KECeh0OnQ6Hebm5tStW5dXXnmFzMzMQu9j69at6HQ6EhMTi3Rsb29vIiMjCQgIKGLUZeP9999n8ODB+Pr6GtddunSJAQMGYGNjg6urK9OmTSM3N9d4/6OPPsqhQ4fYsWNHmcYmg+oqka+//ppZs2YV67E6Cxtq9XsW28ZdWHAwiW2H17D63UmYmOhKOUohhBBC3Oz+++/nhx9+ICcnh+DgYMaPH49Op+PDDz8s0+Oampri7u5epscorPT0dL777jvWrVtnXKfX6xkwYADu7u7s3r2byMhIxo0bh7m5ObNnzwbAwsKChx56iM8//5wuXbqUWXzSQlyJPPnkkwQHBxfrcnDPDta+9SAj/e0ACNV78Mxvh8jONWj8rIQQQohiUBTITtPmoihFCtXS0hJ3d3e8vb0ZMmQIvXr1YsOGDcb7DQYDH3zwAXXr1sXa2prAwECWL18OqN0eunfvDkDNmjXR6XRMmDABgLVr19K5c2ccHR2pVasWAwcO5Ny5c8b93tplIq+ledOmTbRu3RobGxs6duzI6dOn88W7atUqWrZsiZWVFfXq1WPWrFn5Wm3Pnj3Lfffdh5WVFf7+/vmey938+++/WFpa0r59e+O69evXc+LECZYsWUJQUBD9+vXj3XffZcGCBWRnZxu3GzRoEKtXryYjI6OQr3jRSQtxJeLh4YGHh0eJ9tGqFXQ4fIVXlx/j32NRZOUE8+UjLbE0k9JsQgghKpGcdJjtqc2xX48AC9tiPTQ0NJTdu3fj4+NjXPfBBx+wZMkSFi5cSIMGDdi+fTuPPPIILi4udO7cmT///JPhw4dz+vRp7O3tsbZWy7CmpaUxdepUmjdvTmpqKm+//TZDhw4lJCQEE5O7t3m+8cYbfPLJJ7i4uPDUU0/x6KOPsmvXLgB27NjBuHHjjC2y586d44knngBgxowZGAwGhg0bhpubG/v27SMpKYkXXnjhns97x44dtGrVKt+6PXv20KxZM9zc3Izr+vbty+TJkzl+/DgtWrQAoHXr1uTm5rJv3z66detWqNe5qKptQnz58mXGjh1LTEwMZmZmvPXWWzz44INah1UuhraojZOtJU/8dJBNp2J44qdgvh7bSuoVCyGEEGXgn3/+wc7OjtzcXLKysjAxMWH+/PkAZGVlMXv2bDZu3EiHDh0AqFevHjt37uTrr7+ma9euODk5AeDq6oqjo6Nxv8OHD893nO+//x4XFxdOnDhRYL/h999/n65duwIwffp0BgwYQGZmJlZWVsyaNYvp06czfvx4Yyzvvvsur7zyCjNmzGDjxo2cOnWKdevW4emp/iCZPXs2/fr1K/A1uHjxonH7PFFRUfmSYcB4OyrqRslYGxsbHBwcuHjxYoHHKIlqmxCbmZkxb948goKCiIqKolWrVvTv3x9b2+L94qtsujZ04YcJbZj040G2nYnlyZ+D+XZ8a8xNpReNEEKISsDcRm2p1erYRdC9e3e++uor0tLS+PTTTzEzMzMms2FhYaSnp9O7d+98j8nOzja2kN7N2bNnefvtt9m3bx9xcXEYDGo3yEuXLhWYEDdv3ty4nHfmOSYmhjp16nDkyBF27drF+++/b9xGr9eTmZlJeno6J0+exNvbO19ym5fIFyQjIwMrK6t7bnc31tbWpKenF/vx91JtE+Kbux+4u7vj7OxMfHx8tUmIATr6ObN4Yhsm/HCAbWdieXX5UT5+MFAG2gkhhKj4dLpid1sob7a2tvj5+QFqK25gYCDfffcdkyZNIjU1FYA1a9bg5eWV73GWlpYF7nfQoEH4+PjwzTff4OnpicFgICAgIF//2zsxNzc3Lut06v/8vGQ6NTWVWbNmMWzYsNseV5KE1tnZmYSE/KVf3d3d2b9/f7510dHRxvtuFh8fj4uLS7GPfy+Vtjlw+/btDBo0CE9Pz7vWvluwYAG+vr5YWVnRrl272170PMHBwej1ery9vcs46oqnXb1afPlwS0xNdPx1+Cofrj2ldUhCCCFElWViYsLrr7/Om2++SUZGBv7+/lhaWnLp0iX8/PzyXfLyEgsLC0Btqc1z7do1Tp8+zZtvvknPnj1p0qTJbQlncbRs2ZLTp0/fFoufnx8mJiY0adKEy5cv5yvfunfv3nvut0WLFpw4cSLfug4dOnDs2DFiYmKM6zZs2IC9vT3+/v7GdefOnSMzM/OeLeYlUWkT4rS0NAIDA1mwYMEd71+6dClTp05lxowZHDp0iMDAQPr27ZvvRQf1F8e4ceNYtGhRgcfLysoiOTk536Wq6N7YlQ+Hq6dPvt5+nsW7wjWOSAghhKi6HnzwQUxNTVmwYAE1atTg5Zdf5sUXX+THH3/k3LlzHDp0iC+++IIff/wRAB8fH3Q6Hf/88w+xsbGkpqZSs2ZNatWqxaJFiwgLC2Pz5s1MnTq1xLG9/fbb/PTTT8yaNYvjx49z8uRJfv/9d958800AevXqRcOGDRk/fjxHjhxhx44dvPHGG/fcb9++fTl+/Hi+pL1Pnz74+/szduxYjhw5wrp163jzzTeZMmVKvtbxHTt2UK9ePerXr1/i53dXShUAKCtWrMi3rm3btsqUKVOMt/V6veLp6al88MEHxnWZmZlKly5dlJ9++umex5gxY4YC3HZJSkoqteehtS+3hCk+r/6j1HttjbLzbKzW4QghhBCKoihKRkaGcuLECSUjI0PrUIps/PjxyuDBg29b/8EHHyguLi5KamqqYjAYlHnz5imNGjVSzM3NFRcXF6Vv377Ktm3bjNu/8847iru7u6LT6ZTx48criqIoGzZsUJo0aaJYWloqzZs3V7Zu3ZovJwoPD1cA5fDhw4qiKMqWLVsUQElISDDu9/DhwwqghIeHG9etXbtW6dixo2Jtba3Y29srbdu2VRYtWmS8//Tp00rnzp0VCwsLpWHDhsratWvvmIvdqm3btsrChQvzrbtw4YLSr18/xdraWnF2dlZeeuklJScnJ982ffr0yZe/3aqg90dSUlKh8jWdohSxmF4FpNPpWLFiBUOGDAHUjug2NjYsX77cuA5g/PjxJCYmsmrVKhRF4aGHHqJRo0bMnDnznsfIysoiKyvLeDs5ORlvb2+SkpKwt7cv5WekDUVRePmPo/x56AqONub8/UxnvJ2KNnBACCGEKG2ZmZmEh4dTt27dEvVjFdpas2YN06ZNIzQ0tMCycDc7fvw4PXr04MyZMzg4ONxxm4LeH8nJyTg4ONwzX6u0XSYKEhcXh16vv2Mpj7wyHrt27WLp0qWsXLmSoKAggoKCOHbs2F33aWlpib29fb5LVaPT6Xh/aACBtR1ITM/h8Z8OkpaVe+8HCiGEEELcw4ABA3jiiSe4evVqoR8TGRnJTz/9dNdkuLRU2yoTnTt3No6orBT2LVJH1JpZgpk1WDlADXf1Yuui3lcKrMxNWTi2FYO+2MWpqBTeWhXK3JFBpbJvIYQQQlRvhZnE42a9evUqm0BuUSUTYmdnZ0xNTY2lO/JER0dXmDm9i2z9m6DPuvN9FjXApSG4NAGvllCnvbpcyNMRt/JwsObLh1syetEe/jp0lU71nRneqnYJghdCCCGEqLiqZJcJCwsLWrVqxaZNm4zrDAYDmzZtKlTx6ApHUaDpEPAfDA36Qt37wK2Z2jKMDrJT4GowhCyBNVPhq47wkS/8MRGOLIX0+CIfsm1dJ17o1RCAt1aFcj42tVSfkhBCCCFERVFpW4hTU1MJCwsz3g4PDyckJAQnJyfq1KnD1KlTGT9+PK1bt6Zt27bMmzePtLQ0Jk6cqGHUxaTTwbC7lIXLzYb48xB7CqKPw+V9cOUgZCbB8b/Ui84U/HpC81HQeACYWxfqsFO6+7H7XBx7z8fzzK+HWTGlI5ZmMr2zEEIIIaqWSltlYuvWrXTv3v229ePHj2fx4sUAzJ8/nzlz5hAVFUVQUBCff/457dq1K5XjF3bUoib0uRBxCM6sgzNrITr0xn1WDtBiLLR9Amr63HNX0cmZ9PtsB/Fp2UzuVp9X729choELIYQQt5MqE6IgpVFlotImxFqr0AnxreLOwtGl6iXxkrpOZwKNB0LXV8C9WYEPXxsaxVNLgjHRwfLJHWlZp2Y5BC2EEEKoJCEWBZGya6JwnBtAjzfhuSPw0DKo3wMUA5xcDQs7w28PQVToXR9+f4A7Q4I8MSjw8h9HyMzR33VbIYQQQojKRhLi6sTEBBr2hbEr4Om9EDAc0MHpNWpivOoZSIm640NnPRCAaw1Lzsem8cn60+UbtxBCCCFEGZKEuLpybQIjvocp+6HpUECBwz/D5y1h5zzQ5+Tb3MHGnP8NV7tWfLsznJDLieUeshBCCFFV6XQ6Vq5cqXUYRdKtW7dC1RW+7777+PXXXwu937i4OFxdXbly5UoJoisaSYirO5eG8OBieHQ9eLWGnDTYOAMWdYMrwfk27dHYjWEtvFAUeO2vY+TqK9HEJkIIIYRGoqKiePbZZ6lXrx6WlpZ4e3szaNCgfOVhq6rVq1cTHR3N6NGjjesWLVpEt27dsLe3R6fTkZiYmO8xzs7OjBs3jhkzZpRbnJIQC1WddvDYRhj8JVjXVCtTfNsT1r8FuTcmBHljQBMcbcw5GZnMD7suaBevEEIIUQlcuHCBVq1asXnzZubMmcOxY8dYu3Yt3bt3Z8qUKWV67Ozs7DLdf2F8/vnnTJw4EZObJgtLT0/n/vvv5/XXX7/r4yZOnMgvv/xCfHzR51IoDkmIxQ06HbR4GJ45CM1HAwrs/hwWdTcOuqtlZ8nr/ZoAMHfDGa4kpGsYsBBCiOpKURTSs3M1uRSlQNfTTz+NTqdj//79DB8+nIYNG9K0aVOmTp3K3r17820bFxfH0KFDsbGxoUGDBqxevdp43+LFi3F0dMy3/cqVK9HpdMbbM2fOJCgoiG+//TZfxQWdTse33357130DhIaG0q9fP+zs7HBzc2Ps2LHExcUZ709LS2PcuHHY2dnh4eHBJ598cs/nHhsby+bNmxk0aFC+9S+88ALTp0+nffv2d31s06ZN8fT0ZMWKFfc8TmmotBNziDJk6wzDvgb/B2D1cxBzHL7pDn1nQ5vHeLB1bZYfusL+8HhmrDrOdxPaaB2xEEKIaiYjR4//2+s0OfaJd/piY3HvFCo+Pp61a9fy/vvvY2tre9v9tya4s2bN4qOPPmLOnDl88cUXPPzww1y8eBEnJ6dCxxYWFsaff/7JX3/9hanpjcm0Ctp3YmIiPXr04LHHHuPTTz8lIyODV199lZEjR7J582YApk2bxrZt21i1ahWurq68/vrrHDp0iKCgoLvGsnPnTmxsbGjSpEmh479Z27Zt2bFjB5MmTSrW44tCWojF3TUeoFajaNgP9Nnw78vw5yR02anMHhqAuamOTadi2HwqWutIhRBCiAonLCwMRVFo3Lhwk1pNmDCBMWPG4Ofnx+zZs0lNTWX//v1FOmZ2djY//fQTLVq0oHnz5oXa9/z582nRogWzZ8+mcePGtGjRgu+//54tW7Zw5swZUlNT+e677/j444/p2bMnzZo148cffyQ3N7fAWC5evIibm1u+7hJF4enpycWLF4v12KKSFmJRMDsXGPMb7FmgDrYL/ROijuE35nce7VSXr7ef591/TtLJz1mmdRZCCFFurM1NOfFOX82OXRhFnfvs5gTW1tYWe3t7YmJiirQPHx8fXFxcirTvI0eOsGXLFuzs7G573Llz58jIyCA7OzvfbL9OTk40atSowFgyMjJKNJGKtbU16enl0zVTEmJxbzoddHwGareGPyZC3Bn4pjvPDF7Mn4csCY9L44ddF3iqa32tIxVCCFFN6HS6QnVb0FKDBg3Q6XScOnWqUNubm5vnu63T6TAY1IpOJiYmtyXYOTn5S6QCd+yaca99p6amMmjQID788MPbHufh4UFYWFih4r+Vs7MzCQkJxXosqF1O7pTclwXpMiEKr057eGIr1G4LmUnUWDaC6Y3UiTy+2HSW6ORMbeMTQgghKhAnJyf69u3LggULSEtLu+3+W8uNFcTFxYWUlJR8+wkJCSmFKKFly5YcP34cX19f/Pz88l1sbW2pX78+5ubm7Nu3z/iYhIQEzpw5U+B+W7RoQVRUVLGT4tDQUFq0aFGsxxaVJMSiaGq4wYR/IPAhUPQMC32GIPtU0rL1fLi2cL+AhRBCiOpiwYIF6PV62rZty59//snZs2c5efIkn3/+OR06dCj0ftq1a4eNjQ2vv/46586d49dff2Xx4sWlEuOUKVOIj49nzJgxHDhwgHPnzrFu3TomTpyIXq/Hzs6OSZMmMW3aNDZv3kxoaCgTJky4Z9/gFi1a4OzszK5du/Ktj4qKIiQkxNjyfOzYMUJCQvKVWEtPTyc4OJg+ffqUynO8F0mIRdGZWcKQL6Hn25joFGZmqqdYVhy+yomIZI2DE0IIISqOevXqcejQIbp3785LL71EQEAAvXv3ZtOmTXz11VeF3o+TkxNLlizh33//pVmzZvz222/MnDmzVGL09PRk165d6PV6+vTpQ7NmzXjhhRdwdHQ0Jr1z5syhS5cuDBo0iF69etG5c2datWpV4H5NTU2N9YRvtnDhQlq0aMHjjz8OqDPZtWjRIl8puFWrVlGnTh26dOlSKs/xXnRKUXt8CwCSk5NxcHAgKSkJe3t7rcPRTshvsPoZnsmczD+GDtzn58RPjxX+F68QQghxL5mZmYSHh+errSsqh6ioKJo2bcqhQ4fw8fEp9OPat2/Pc889x0MPPXTPbQt6fxQ2X5MWYlEyQWPgoaVMs/4bc3LZHhbPzhOXtI5KCCGEEBWAu7s73333HZcuFT43iIuLY9iwYYwZM6YMI8tPEmJRcn698Bn/NQ9bbAfgg983Ykgvn6kWhRBCCFGxDRkypEhdH5ydnXnllVfyzcJX1iQhFqWjTnueHTcaOzI4nu3G3wvfgMwkraMSQgghhLgnSYhFqanl14anOnoAMCe2LVk/j4SsFI2jEkIIIYQomCTEolQ9en87XG1NuKK4suSiI/zyIGTfXntRCCGEKCqpAyDupDTeF5IQi1JlY2HG1L5NAfhCP4yki0dg6VjIzdY4MiGEEJVV3ixr5TWNr6hc8t4Xt87GVxQVe85DUSmNaFWbb3eGExYDC5VhvHpuCaycDMO+gXsU8RZCCCFuZWpqiqOjIzExMQDY2NiU64ArUTEpikJ6ejoxMTE4Ojpiampa7H1JQixKnZmpCa/e35jHfzrI9/r+jDNZh0focrCpBf0+BPkSE0IIUUTu7u4AxqRYiDyOjo7G90dxSUIsykSvJq609XVi/4V4PvP9hP9dHQf7vwYHL+j0vNbhCSGEqGR0Oh0eHh64urqSk5OjdTiigjA3Ny9Ry3AemamumGSmunsLvhjP8K/2YGqiY0P3K9TbNU2948EfoekQTWMTQgghRNUnM9UJzbXycaJnY1f0BoVPYltD2yfVO1Y8CZcPaBucEEIIIcR1khCLMvVy30bodLDmaCShzaZDw36Qmwm/jYaEi1qHJ4QQQgghCbEoW0087Hkg0BOAORvCYMR34N4c0uPg94ekRrEQQgghNCcJsShzL/ZqiJmJjm1nYtl3JRPG/Aa2LhAdCiueAoNB6xCFEEIIUY1JQizKnK+zLSPbeAMwZ91pFHsvGLUETMzh5GrYPkfjCIUQQghRnUlCLMrFcz0aYGlmwsGLCWw5HQN12sPAueqdW2fDmfXaBiiEEEKIakvqEIty4e5gxYSOvny9/Txz1p2hW0NXTFqOg4gQOPgd/PU4PLkdavpoHaoQ5SIyMpLIyMhS2ZeHhwceHh6lsi8hhLbku0EbkhCLcvNU1/r8uu8SJyOT+ftoBIODvOD+DyAyBK4Gw7Jx8Og6MLfSOlQhytzXX3/NrFmzSmVfM2bMYObMmaWyLyGEtuS7QRsyMUcxycQcxfPFprN8suEMPrVs2Di1K+amJpB4Gb6+DzLiodUEGPSZ1mEKUeakFUgIcSfy3VC6CpuvSUJcTJIQF09aVi5d52whLjWbmYP8mdCprnpH2CZYMhxQYMQPEDBM0ziFEEIIUfnJTHWiQrK1NOOFXg0B+GzTWZIyrs9H79cTurykLv/9PMSHaxShEEIIIaob6UMsyt3oNt78sCucc7FpfLk1jNf6NVHv6PYaXNgJl/fC8kfV/sRmFtoGWw3I6TkhhBDVnXSZKCbpMlEym05GM+nHg1iYmbBpale8nWzUOxIvw8LOkJkInZ6H3u9oGmd1MHPmTBnAIYQQlUBWrp5TkSmcj0slPC6dKwnpJGfkkJyRS2auHjMTHWamJthZmuFawxLXGpZ4O9nQyL0Gfq522FhUv3ZQ6UNcxiQhLhlFUXjom33sOX+NBwI9+XxMixt3nlqjTuuMDib+Bz4dNIuzOpAWYu0oikK23oCpToepiQ6dTqd1SEKICkRvUDh8KYFNp2I4EB7P0atJZOcWb3ZXnQ4autagtW9N2tZ1opOfM852lqUcccUjCXEZk4S45EKvJjFo/k4UBX5/oj3t69W6ceeqKXB4CTj6wORdYFlDu0CFKAGDQeFsTCqHLiUQFpNKeFwaF6+lkZieQ3JmDjn6G1/B1uamuNlb4mZvhbeTDf4e9jT1tCfAywFby+rXsiNEdaQoCocvJ/LHwStsOBFFXGp2vvudbC1o4GpHPRdbvJ1scLKxwN7aHCtzE3L1Cjl6hZTMHGJSsohOziQ8Lo0z0Sm37Ueng8DajvRs7MqA5h7Uc7Erz6dZbiQhLoR//vmHl156CYPBwKuvvspjjz1W6MdKQlw6Xl9xjF/3XaKBqx3/Pt9FLcMGkJkMX3WCpEtSik1UOvFp2Ww8Gc3649HsD79GcmZuifZnbqqjZZ2a3NfQhb5N3fBzlR+IQlQ1aVm5/H7gMr/tv0RYTKpxfQ0rM3o0dqWznzOtfZ3wrWVTrLNJMSmZHLqYwIELCew5d40Tkcn57m/qac/gIE+Gt6xNrSrUciwJ8T3k5ubi7+/Pli1bcHBwoFWrVuzevZtatWrd+8FIQlxaEtOz6fHJNuLTsnmtX2Oe7Fr/xp0XdsLigYACD/0BDftoFqcQ95KjN7DxRDS/7r/ErrA4DDd9s1qbmxLk7Yi/pz11nW3xrWWLcw0L7K3MsbU0M3adSM/SE52cSdT1Vp3jEckcv5pERFJmvmM183JgaAsvhrX0wtFGBp6KiiNXbyApI4dsvYHc62c/LM1MsLE0w9rcFFMT6RZ0q7jULBbvusDPey8aKy9Zm5vSv5kHQ1p40r5erRuNRaUoKimTLadjWBsaxc6wOPTXv7QsTE24P8Cdh9vVoW1dp0rflUsS4nvYvXs3c+bMYcWKFQC88MILtGvXjjFjxhTq8ZIQl55lBy/zyvKjWJubsumlrng6Wt+4c90bsGc+2LnB03vBxkm7QIW4g6T0HBbvVv+ZxaVmGdf7e9jTp6kb3Ru54u9pX6J/aBevpbH9TCxbTsey/Uwsudf/cVmbmzKqjTePdqpLnVo2JX4uQhRGRraek1Hqj7WzMalcik/nUnw6sclZpGTd/WyITgcudpa4O1jhbm+lXjtY4eVojbeTDXWcbKhla1HpE7DCunQtnUU7zvHHwStkXe8XXM/Zlkld6vJAoCc1rMzLLZb4tGz+C41k2cErHLmcaFzfwNWOh9vVYWjL2jhYl188panKJ8Tbt29nzpw5BAcHExkZyYoVKxgyZEi+bRYsWMCcOXOIiooiMDCQL774grZt2wKwfPlytm7dyvz58wGYM2cOOp2Ol19+uVDHl4S49BgMCiO/3sPBiwn0auLGN+Na3fhCzMmERV0h9hT4D4EHF6vfqkJoLDE9m0Xbz/PTnoukXk8CXGpYMrJ1bUa29sanlm2ZHPdaahb/HI3k9wOXOXn9lKeJDka0qs2LvRvi4WB9jz0IUTSZOXr2hcezOyyO3eeucTwiKd8ZkDsxN70+UBQdWbn6e26fx8bClDrXk2NPR2tc7S1xq2GFo4059tbm2N5UJUFBIS+D0RvUsyw5uQay9Aayc2+66A3k6g1YmpliZWGKnaUpznaWuNawwtnOArMyaH0tSOjVJBZuO8e/xyKNr0ugtyOTu9ajt7+75q3ox64k8ev+i6w8HEFGjh4AO0szHmnvw6TOdXGpUbm6UxQ2X6u0ozTS0tIIDAzk0UcfZdiw22c1W7p0KVOnTmXhwoW0a9eOefPm0bdvX06fPo2rq2uRj5eVlUVW1o3Wn+Tk5AK2rvhKs7KAiYkJBkPxRr3mebiRKSGXdWw8Gc3y4Cs82NpbvcPcCoYuhG97wYmVEPonNBtR8qA1UpErOiRl5BAWk8ql+DQuXcsgNUsd8JWjN+BgbY5LDXWwl7+HPT7F7MNWFVy+EsHiXedYejyF1Gz1v5mPgxnDm9jRvrYVZibpXLt4mmsXC95Pcf9+tewsGd/Rl3EdfNgVdo1FO86z/Uwsyw5eYVVIBJM612VKd78qNQivND83165dIyYmplT21bRpU4KCgkplX6WpNF6vzFwDByOz2XM5g8NRWWTm5s9oHa1MqFfTHB8HM9ztzHC3M8XJypQalibYmuvyJXWKohAVe43LUXEk55qQnKMjOceEpBwTknNMSMzREZ9tSnKOjvRsPaeiUjgVlVKi+AvLVAdOFnpcLPW4WRnwscnF2yYXK9Oi76ug94PBoLD9bCzf7Qxnx9k44/quDV14qmt92tcrm64JxX0vPOgL/T2d2X4xg7Xn0rmcnMvCbef4dnsYrWpm08Ulk5oWxW9PrYifnUrbQnwznU53Wwtxu3btaNOmjbEF2GAw4O3tzbPPPsv06dPv2GWibdu2PPTQQ3c8xt1qtVbWFuLSrD3btWtXtm3bVuL9DH1jIYdya2NnacZ/z3e5UZsYYNtHsOV9sHKAp/eBfeUs7VWRav6mZ+ey/UwsO8PiOHghgdPRKRT228DJ1oKWdWrSt6kbfZq6V9pTaUV14EI8j329mSRFbYXNjr1A4vafyQjbDxTtq7Q0azYHX0zgf/+d5MCFBAC8HK15b2gA3RsV/cd/RVSanxsfHx8uXrzHr5VC6tq1K1u3bi2VfZWmkrxell5NsGveG5tGnTGxvPEdnJsSR2b4YTIvHiHz8jH0KdeKtN9Cve6mZpg5uGHm6I6ZgztmNZwxtXPCtIYTJpa2mFjaYWJhjampKbn6XG58YSlgMKDoc65fclH0OZCbc2OdQY/O1BwTc0t0FjaY2tXE1LYmOpPbM19FMZATd4msKyfJunqSrCvHyU2KvudzvNP74VpqFn8fieCnvRc5H5umPk0THQObe/DkffXx9yzb/KF0Pjs6rP3a4Np1LDjXBUDR55J2YitJe5aRmxBR5D2W52enyneZuNmtCXF2djY2NjYsX748X5I8fvx4EhMTWbVqFbm5uTRp0oStW7cWalDdnVqIvb29K21CXNFaiAFc3dx5fvUFgi8m0K6uE7893h6TvFYGfS581xsiDkGTB2DUzyU+nha0biHOytWz8UQMK0OusuNsLJk5+f9uHg5W+NRST1fWtLHA3NQEUxMdSRk5xKZkcSUxg5MRyWTrbzzOwtSEnk1ceaxLPVr51CyV51bRpGfn8tHa0/y45wKKAvaWJoxpakevejbFPr1Z2i38iqKw4UQ0s/4+wdXEDAAGB3nyzgMBONhU7h8sZdVCnG2AtFwTcpUbuZWlqYK1qYK57t69sypiKxcU/fXK0SvsvJzBP2fSCE+80QfYzdaUznWsaOdlRf2a5iVqwSzNlnlXV9dCD4AviN6gcD7yGievJhCbZcLVDDMupZsSn317kmxvZsDXNpfaNno8rXJxtzZgbZo/fWratCmNmzbjVFQKRy4nsuFENLvP3RhgW8PSjBGta/Nop7r5G3zKUGl+duLi4tgXnsDWWEvOparfKSYotHbKprtrJvbmhU8ny/OzU60T4oiICLy8vNi9ezcdOtyY1OGVV15h27Zt7Nu3D4DVq1fz8ssvYzAYeOWVV3jiiScKfUzpQ1w2Ll5Lo99nO0jP1vPq/Y2Z3O2mqhNRoWp/YkMujP4NGvfXLtBK5kREMssOXmZlyFUS03OM672drOnVxI12dZ1o5eNUqL5hWbl6TkamsP1MLH8fieDsTeWB2tV14rmeDejk51wmz0MLRy4n8uxvh7kUnw7AyNa1eaO/f4VNMtOzc5m7/gzf7wrHoKitxZ+PCaKVT/UdkJqSmcPBCwkcuZLI2ehUTkenEJmYQVq2/q6PsTI3wcfJlnoutjRwtaOFT01a1qlZpc6GZObo+W3/Jb7aeo6YFLXBx8rchEHNPXmwtTdtfGtWy65RanmyRA5dSuDghXiOXU3KVy88j62FKS41LKlhZU5Gjp70rFxiUrKMg17zNPNyYHhLL0a09sauinRlCrmcyLyNZ9h6OhZQ3zdP3lefp7rWx9qiGP1NypAkxIVIiEtCEuKy8/v+S0z/6xgmOvjx0bZ0aeBy484NM2DXPLD3gin7ZMKOAiSl57D6yFWWHbzCsatJxvUeDlYMa+nFgGaeNPGoUeJ/eCcjk1m86wJ/Hb5i/KfRt6kbbw30p3bNylv5QFEUFu++wOx/T5KjV/B0sOKD4c3p2tDl3g+uAEIuJ/L874e5eC0dUxMdU3s35Olu9atNgnM+NpV/jkay6VQMoVeTjCWlbmVhZoK1uSl5Df0pmbm3JTR5dDq1VmvvJu70DXCjkVvJPz9ayNEb+HXfJRZsCTMmwu72Vozr6MOYNnWoaSul/G6Wka3n8OUEDl5IIPRqEscjko1nYe6klq0FAV4OtKvnxIBmHmU2wLYi2Hf+Gh+tO03wRbW7loeDFdP7NeaBQM8K89mo1glxYbpMlJQkxGVHURRe/fMoyw5ewdHGnL+f6Xzj9FJ2OnzZHhIvQrvJ0O9/2gZbweToDew5d43lwVdYezzKOMWnuamOPv7uPNi6Nl0auJTJKObIpAwWbj3Hkn2X0BsUrMxNeLFXQx7vUu9G15dKIj07l5f/OMK/x6IAuL+pOx+OaF7pWgdTMnN4a2UoK0PUPn4Dmnnw8YOBFa4Fp7SkZeXy1+Gr/L7/Escj8g989qllQ2sfJxq716CBmx11nGxwrmFJDUuzfP+4FUUhLVtPbEoWF+LSOB+XxomIZIIvxnPhWnq+ffq52jGmbR2GV5J60IqisOlkDLP/Pcn5OLU/q5ejNVO6+zGiVW0szMq32kJllna9NTg2JYvUrByszc2wud5i7OFgVWGSwfKgKAr/hUbx/pqTxh8Knf2ceX9oQIX4MVCtE2JQB9W1bduWL774AlAH1dWpU4dnnnmG6dOnl/iYkhCXrcwcPaO+3sORK0k08bDnz8kdsMkrtxO2CZYMA50JPLYRvFppG6zGYlOyOHghnk2nYth4Mjpfl4jG7jUY2dqbIS28cCqnVp/TUSm8tSqU/eHxgPrFOHdkIK72VuVy/JKKTMrgsR8PcjwiGXNTHa/3b8KEjr6V9h+coij8fuAyb68KJUev0NTTnm/Gtc5f77uSi0nO5Jsd5/n9wGVSrs8KaGaio5OfMwOaedC5gXOpPN+Y5Ey2noll/fEotp+NM/7gtDQzYWgLLyZ3q18hEoA7uXgtjTdXhhorHNSyteCF3g0Z1dpbEmFRKjJz9Czafp75W8LIzjVgaWbC870a8ESXeuVe2u5mVT4hTk1NJSwsDIAWLVowd+5cunfvjpOTE3Xq1GHp0qWMHz+er7/+mrZt2zJv3jyWLVvGqVOncHNzK/HxJSEue5FJGQz6Yidxqdn0bOzKwrGtbkxu8OdjcOwPcG8Gj28F08rVLytXbyAmJYvE9BwS07ONRdnRgQ71R54OMNHpjKdyM3L0pGXrScrI4cr1QvgnI5Nva7WqZWtBv2bujGpdhwAve00SOUVRWHrgMrP+PkFGjh4nWws+Gx2Uv/tLBXT0SiKP/XiQmJQsatlasGhcqyrT93Z/eDyTlwRzLS0bN3tLfp7UjoZulbvLUVJ6Dgu3n+OHXeHGAaK+tWwY39GXwUFl+yMwJTOHVSER/LLvUr560IODvHi+ZwN8nStGYpyda+CbHef5fNNZsnINWJiZMKlzXZ7uVr9cJ34Q1ceFuDTeWHmMXWFqJZKWdRz5dFSQZj8Wq3xCvHXrVrp3737b+vHjx7N48WIA5s+fb5yYIygoiM8//5x27dqVyvElIS4fwRfjeeibfWTlGhjRqjZzRjRXE7zUWJjfGjITofe70Ok5rUO9K71B4UREMrvPxXHoUgLnYtO4eC3tjoM0ikOng4auNehQvxZ9m7rTtq6T5oXd84TFpPDsbyGcjEzG1ETHrAea8kh7H63DuqNdYXE8/tNB0rP1NHSz47vxbcptJHh5uZKQzsQfDnA2JhUHa3N+mNiGlnUqX2UQg0Fh6cHL/O+/U8apboO8HXmupx/dGrqWaxcdRVE4eDGBBVvCjAOMzE11jOvgy3M9Gmg6+DIsJoUXloYQelVN2Dv51eK9Ic2oW0GS9XxysyE1CjISICvlpksyZKWCIUctBWLQg6JXrwHMrMDM8qaLlTq2xKYWWDtdv65Z6RpNKjtFUVgefIV3/j5BSlYuNhamzBjkz8jW3uXeSFPlE2KtSUJcfjaeiObJJcHoDQpPda3P9H6N1TsO/QSrnwVzG3h6D9T01TTOmxkM6j/Jvw5d4b/QKOM/7ZuZmehwtLGgpo05VuZqn868mZcURa1qqyjXb6NgbW6KjYUZNazMqF3TBm8na+o629LCu2aFrXgA6mm011cc469DVwF4rHNdXuvfpMIk7QBrQ6N47rfDZOsNdPZz5qtHWlbZ1rPE9GwmLj7A4UuJWJubsmhcqwrfcn+zs9EpvL7imLHmckM3O17u04je/m6ad2s5diWJj9efZtsZNTGuaWPOa/2b8GCr2uUam6Io/LTnIrP/PUlWrgFHG3NmDPJnSJCXdq+RokBqDMScgJiTEH8OkiNuXNJiKWot7yKxcgRHb6hZF5zq3riu5acO0q6kXaIquisJ6UxddsTYhW54y9q8NySgXMcxSEJcxiQhLl/LDlzmlT+PAvBir4Y836uB+gW7eCBc3Al+veHhPzT/UsvM0bPs4GW+3RFuLNMFav3JdvWcaFvXiUbu9vi52uFhb1XpBpsVl6IoLNgSxsfrzwDwQKAnc0cGatqvLM/Kw1eZuiwEg6IOnvtsTBCWZlVz0Fme9OxcnlpyiO1nYrE0M+H7CW0qfKk8RVH4cfcFZv97imy9ARsLU6b2bsiEjr4V4n10s21nYnl/zQnORKslCbs0cGb20GblcsYhOjmTacuPsv16Un5fQxfmjGiOW3n34U+Jggs74fI+iD6hJsIZ8QU/xsRcbdG1sldbefMuFnZgaq6OG9GZgompeg2gz4LcLMjNVK9zMtSW5fRr6iUz8d6xWjmq3e88W4B3O/ViV3l+JFZ0BoPCV9vO8cn60xgUdWzLwkdalVu3IkmIy5gkxOVv0fZzzP73FADP92zAi70bQtxZ+LKDejptzO/QqJ8msWXl6vl5z0UWbjtPXKpaxsjO0oz+zdwZ2qI2bXxrVrh/2lpYfSSCl5aFkKNX6BfgzmejW2g6oOfmsw8PtqrNB8OaVZu/U3augad/CWbjyRiszE34YUJbOtQv+WQHZSEhLZtpy4+y8aQ6W1j3Ri68N7QZXhV4YGCu3sB3O8OZu+EMWbkGrM1Nmda3EeM7+pbZ2ZG1oZFM/+sYiek5WJqZ8Hr/Jozr4FM+rcIpURC+HS7sgAu71BbgW+lM1JZZ1ybg3BAcaoO9p3qp4akmwyal/PnT56rdMNJi1epE8eGQEH7jOuGCWtv+Vs4NoV53qN8D6nYBiwrYzaSS2X0ujud+O0xcqjqOYdu07sazo2VJEuIyJgmxNr7edo4P/lOT4ud6NuDFXg3QbZwBuz4Dp3rw9F61H1k52no6hll/nyD8pjJGT3atx4OtvKtseauS2HQymslLDpGtN9CriSsLHm6pSYvs/vB4xn6n9k8f1tKLj0cEVpsW+zxZuXqe+jmYLadjsTY35edJbWntW7EGEZ6MTOaxHw9yNTEDC1MTXuvfuPyqfuRkQPx5SLgI6XGQFqe2Phpy1ETL1ExtvbSwBVuX68mdFzjWUVs0gfC4NKb/eZR9108Zt6jjyEfDm9OgFAc0pmTmMOvvEywPvgKotZI/Gx2En2sZD5pMvAQnVsPJ1WpLcD46tdXVpxN4Bt1Igs0r2I+Y3CyIPQWRR+HqQbi8X+3ScXP3DTNr8OsJTQZBo/5qC7YomKJAarT62UmNgpRoyEomOlXPM0fq8EgjPYOHPVIuoUhCXMYkIdbON9vP8/6/JwF4tocfU+/zQDe/tfrh6zULOr9QLnEkZeTw2l9HjbVqne0seblPQ4a1lHqe97L9TCyP/3SQrFwD9zd1Z/5DLcq1ZfZERDKjFu0hJTP39gom1Uxmjp7HfzrIjrNx2FuZsXxyxwpTfWLDiWie//0w6dl6fGvZMP+hlgR4OZTNwXIy4cp+uHIArh6CyCOQdLl4+zK1gFoNwM0fvFpj8G7Lb5dq8sHaM6Rm5WJhasKzPfx4qlv9Er/vDl6I58VlIVyOz0Cng8ld6/NCr4Zl9x2UdAWOLYcTqyDiUP77PILU1lSfzlCnPVg7lk0MZS0jAcJ3wLnNapnPpEs37jOzgsYDIXAM1O+udt8Q6vvi0l71h1HkEfVHRmbSHTc1KDpMfDvBxDXlEpokxGVMEmJtfbvjPO+tUZPiKd3r87LrIXSrJqutNc8GQw33Mj1+6NUknv7lEJfi1VnAJnb05bleDbCvogOxysKusDgm/nCAbL2Bka1r8+Hw5uXS6nfpWjrDF+4mNiWLNr41+XlSu3I5bVeRZWTrefjbvRy6lIiHgxV/Tu6oeZ3ib3eoP3wVRa2OsOChlqU/+UVKtNq6eXa9mgDl3mH2MSsH9TS/nSvYOKutgyZmaguwIRey09RW49SY6wPErkJO+u37sbAj0ut+3kzoz6YotT9vY/cafDSiOc1rOxY59NSsXD5ed5of91xAuT5F96ejgmhbtwxa+A0GCN8KB76D0/+Cklcm0kRtAW7yADQZqLaQVzWKAlHH4OTfcHwFXDt74z7HOtB6ErQcBzYV68xKmdPnwqXdcGadern5dcmjMwH72mDvAXZu6mfJzArMrdQzuq0fLZdQJSEuY5IQa+/7neG8888JAJ68ry7TrzyDLiIYAh+CoV+V2XGXHrjEW6uOk51roHZNa756uBXNapdRq1UVt+54FJOXBGNQ1OoTbwxoUqZJcUxKJiO+2sOl+HQau9dg6ZMdKt3sc2UlIS2bB7/eQ1hMKn6udix/qoMms68pisLH60+zYIvaB/WR9nWYMahp6bXgZ6fD8b/g6FJ10Fdecgdg5w4+HdTJfjxbgktjNdEpynvSYFBblvNOw1/ep7Y8X28tUxRYbejITP0kEgzW6IBhLWszrW8j3B3uPfBNURTWn4jmnb9PGGcFG9GqNjMG+Zd+ZZSMBAj5DQ58m79PsE9naDZcbSm1cy3dY1ZkiqK2ih/5HY4uuzFgz8wKWoyFjs9UqGpHZSIiRH3uocvVs7J5dKZqF5k67aF2G7WLTC2/cu/CeCeSEJcxSYgrhsW7wpn5t5oUj/G35r1zwzDVKfDYJqjdulSPlZGt5+1VofxxvZ9ez8auzB0ZVKFLnlUGfxy8zLTlagWRN/o34fH76pXJcZIychi9aC8nI5Op42TD8qc6VJrZ88rL1cQMhn+5m6jkTDr51WLxxLbl2pXEYFCYsfo4P++9CMAr9zfi6W5+pbPza+dg/zcQ8itk3XQqt3YbaDxArVTj1rRsKtUYDBB1FMI2qpdLe4lTavBeziOsNHQGwMpUYXQrL4a3rXfHCXVy9Ab+C43iyy1hnIpKAcDbyZrZQ5uVftm8iBA1CT62/EaruaW92k2gzSRwaVS6x6uMstMh9E848I3aRQDUpDBgOHSbDrXqaxtfacrJVFvH9y/K303G2kkdyN6gj9p9xKpiNgxJQlzGJCGuOH7bf4k3VhzDoEB/pwg+TZuOZe0gmLSh1EYsX4hL46klwZyKSsFEBy/1acTkrvWr3SCssnJzBZH5D7VgYPPSPfWamaNn3Hf72X8hHmc7S/6c3KHCTrGrtZORyQz/ajfp2XoeaV+H94Y0K5fjKorC9D+PsfTgZXQ6eHdwQOlM4hJ5FHbOheMrMQ6Uqumrtug1G6FNi15ypJpgHPuDw1eSeD/nEQ4qN5JMv5omNKrthrOdBWamJhy7ksTRq4nG2fjsLM0Y39GHKd39bkxpX1I5mXBipZoIXzlwY71rU2j7GDQbCZZ2pXOsqkRR1DMNO+eqfY5BTYyDHlITY4fa2sZXEplJajeZvV9erxON2j++8QBoPlqtwGFW/meRikoS4jImCXHF8t+xSJ7/PUSdWMH0BF+bzcF26GcQNKbE+14bGsW0P46QkpWLs50Fn49pQcf6Fbtma2WjKAozVx/nxz0XsTA1Yclj7UqtL2Su3sBTSw6x8WQ0NSzN+P3J9jT1rJgtGRXFhhPRPPHzQRQF3hnclHEdfMv0eIqi8O4/J/l+VzgmOvh0VBCDg7xKttPYM7BpFpz658a6Bn2h7RPqP/LSLu9VXNfOoRz7k20HDrE8wY8NhlZkcecko5atBeM7+jK+g2/pnZlKuAAHf4DDP6t1e0GtB+w/GNo8pp4Cl0krCifiMGyZrfZJB7UrRecXoeNzYFGJZr3MTofdn8OeL2+cTbGvDW0ehRbjKl2NZkmIy5gkxBXPzrNxPPGzOvVuoC6MxTV/oObzO9TC7sWQozfw0dpTfLMjHIDWPjWZ/1DLQvXzE0WnNyhMXhLM+hPROFib8+fkjvi5lqxFSlEUpi0/yvLgK1iamfDTo21pV69i1tqtaL7aeo4P157C1ETHDxPacF/Dsvsn+OmGM3y2SR2UM2dEcx5s7V38naXGwpb31ZksFb06sKfpMDUxcQ8opYjLgKLA5f0kH/iVncfOEZVrS7xSgzSsaeLhQMvWHajXqg8m5qWQCOtz1K4bB3+4nrxdTwPsvaD1RDXpqeFW8uNUV5f2qT/GLu5Sbzt4Q5/31B8ZFfnHhaKoZwnWvQnJatdAnBtBl6kQMKLSTn8tCXEZk4S4Ygq5nMjEH/aTkJ6Dn+4KP3aKx2vga0XeT3RyJs/8esg4Pexjnevyar/G1bY0V3nJyNYz5pu9hFxOpHZNa1Y83QmXGsUflDH735Ms2n4eUxMdCx9pRW9/+SdfWIqi8NIfR/jr0FVqWJmx4ulOJf6Bcic3V4yZOcifCZ3qFm9HBj0E/wCb3rlR7qlRf+g5A1wbl1K05SQrRe1ScehndUBeHltX9XR1k4Hge1/RTlfnZqsD/E6uVvu+5rUGgzoBRZvHoOH9lTbpqXDulFz6doF+H6p91Sua6OPw36vqxCoADnWg9yzwH1JxzqYUkyTEZUwS4oorLCaFsQu3E5kONUlh3uggugYV/h/izbPp2Fma8fGDzbk/wKMMIxY3u5aaxbCvdnPxWjrNazvw+xPti9VPcuG2c/zv+iQuJW51rKaycvU89M0+gi8m4FvLhpVTOpVq5Ynf9l/itb+OAfByn4Y806NB8XYUFQqrn1FPWQN4BML9H6oVIyq72NNqd4Yjv9/oxwlgbqNWw/BuqyZY9l5Qw0MtCafPUsvBXTunPj4yRJ1FLjv1xuNtXdR+wa0ngnMxX3dxb9npsGueOnlUbqZ6xqLdU9D9jYrRJzs9HrZ+oPYdVwzXu3lMhU7PVbxJVIpJEuIyJglxxXY1IZ0n5y0lNMsVHQrP9mjAsz0bFNjCm5yZw9z1Z/hpzwXjfOtfPdKKuuU037q4ITwujeFf7SY+LZuuDV34emyrItUKXnbgMq/8qVaueL1/Y564rwqN+C5ncalZDJ6/i6uJGXSsX4sfHy2dyhOrj0Tw/O+HURR4sms9pt/fuOgl9/S5sOtT2PqhOnucpT30fFutb1rVJkzQ50D4Njj5j1oL+OaSV4Vl4wx+vdTBhPW6S2tweUq4COvfVFvoQe2TO+BjtUqDFgx6tVvRpncgQ51FEf/BatcOxzraxFRGJCEuY5IQV3yZ5/fy7ndL+UXfC4DaNa15tocfw1rWzvcPPSkjh7WhkcxZd4a41CxArev57uAAmXpZQ8EXE3j4271k5hi4r6ELiwqZFP+89yJvrwo1Jlqv9WtSDtFWbScjkxnx1W7SsvU81K4O7w8JKFG96E0no3ny52ByDQoPt6vDe8XZ37Vz8OdjN8pANRoAA+eW+aQ8FYLBAHFn1C4Ql/er00snX4WUqButfGaWagUNl0ZqPeW694F780p/+rvSO7sB1kxVp70GdVKTfh+pk1eUl0t74d9pailAAJcmaleOel3LL4ZyJAlxGZOEuJL4/WFWHY/nXWUScbnq6Z9athbUdbbFq6Y1kUmZBF9MQG9QPwb1nG15Z3AAnRtIFYmKYPe5OCYtPkhGjp7Ofs58M671XX+kKIrC/M1hfLLhDABj2/vwzuCm5TL7XXWw8UQ0j1+vPFGSvr67z8Ux4YcDZOcaGNrCi08eDCx6+cLQP2H185CdotY+7TcHmo+s2AOWhMiTnQZb/wd7FqgDPy3todcMaPVo2f5gSY6ADTPg2DL1tqUDdH9drS1tWnXr6UtCXMYkIa4kYk/Dl+3JMJjxS+s/WHgk19gKfDM/VzuGt6zNo519sTSTVuGKZN/5a0xcfID0bD0NXO14b0jAbZUiYpIz+WjdaZZfnzTluR5+vNi7oSTDpezrbef44L9TmOjg+wlt6NaoaLOUHbqUwCPf7iM9W08ffze+fLglZkXpfpGbBWunw8Hv1dt1OsDwbyt3rVdRfUUehb+fv3GWo3ZbGPQZuPmX7nFys9Tke/vHkJMG6NTppnu+DbZVv/FHEuIyJglxJbL6WbWvVJ0OZD7yDyejUriamMHVhAxsLM3o1tAFb6dKVCOyGgq+GM8TPwVzLS0bgGEtvGhT1wkbC1NORqaweHe4cdKCtwf682jnYlYqEAVSFIWX/zjKn4euYG1uyg8T29C+kGXsgi/GM/GHAyRn5tLZz5nvJrQu2o/PlChYOvZ61QUddHkJur0m/WBF5WbQqwPaNr2jDno0MYMOz6jvb6sS5haKAmfWwrrX1W41oCbd/T8CzxYlj72SkIS4jElCXIkkR8DnLdUpSEf/Bo37ax2RKIbE9Gw+XHua3/ZfuuP9Leo48ur9jQudoIniycrV8/hPwWw/E4u1uSnfT2hDh/oFv+ZbTsUw+ZdgMnMMtPGtyY+Pti1a5ZArwbD0YUiJVLtIDP8eGvQq4TMRogJJugr/vXJjIhmbWtD1VWg1sXizwV3YpSbZl/eqt+3coPc7amWRataPXBLiMiYJcSWzcZY6taZLY3hql7QqVWKHLiXw675LJKZnk5alx9zMhLHtfejVxFW6SJSTzBw9T/x8Iyn+dFQQfZu63fb6GwwKSw9e5q2VoeQaFLo3cuHLh1sVbbDqyb/VwXO5mernd/SvUEuqhogq6tS/sOFtuKZOVIO9l5oUtxoPdvfoopSbpX5eghffqCdsZgXtnoT7phV7kqrKThLiMiYJcSWTkQifB0FGAjwwH1qO1ToiISq1zBw9T/4czLYzam3crg1deHuQP/Vd1NqqBy7E894/JzhyRZ0kY0iQJ3MeDCxayba9X8Ha1wBFnXZ5xHfV9p+6qEb0uXD4J3XgXV55PRNz8O2k9puv3Qasa6qlBXMyICJE7Yd8dr36Pw7Urhctx8N9L4O9p2ZPpSKQhLiMSUJcCe2eD+vfgBqe8NyhKlN0XAitZObombfxLN/tPE+OXv1XYm6qQ4eObL3ap9vWwpRnejTgyfvqFb6ahKKoNVv3zFdvt56klqaSMzuiOsnNguMr4cA3cOVA4R5j7wUtHoEWY8FRJiMCSYjLnCTElVBOJsxvDUmXoe9s6DBF64iEqBLC49J4958TbD4VY1xnooPRbevwYq+GRZt+26BXR94f/lm93WsmdHpBSqqJ6i32tNoN4tJedUbG3Cww5KotwW5NwbOlOmth3fuq3qQ0JSQJcRmThLiSCv4R/n4ObF3h+SNgIdUlhCgt8WnZZOXqAbC1NMPeqoi1TXOzYcUTcHyFOsXtA1+orV1CCFFMhc3XqtdQQyGCHgJHH0iLgYPfaR2NEFWKk60FHg7WeDhYFy8Z/mO8mgybmMODiyUZFkKUG0mIRfViaq6OtgXYOU+dMUgIoa3cbPhjApz+Vx0VP+Z38B+sdVRCiGpEEmJR/QSOhpq+kB4H+7/ROhohqjd9DiyfCKfXgKmlWlZNagwLIcqZJMSi+jE1h/teUZd3fw5ZqdrGI0R1ZdDDiqfUyQhMLdRk2K+n1lEJIaohSYhF9dR8FDjVg/RrsH+R1tEIUf0oCvw7DUKXqyPlRy2RlmEhhGYkIRbVk6nZLa3EKdrGI0R1s/m96wNbdTD0a2jYV+uIhBDVmCTEovpq9iA41Vdn9tn3tdbRCFF97FsEOz5Wlwd8As1GaBuPEKLak4RYVF+mZtD1VXV59xeQmaxtPEJUByf/gf+un53p/ia0maRtPEIIgSTEorprNgJqNYDMRGklFqKsXT4Af04CFGg1Ae57WeuIhBACkIRYVHcmpjdaiffMl77EQpSVhIvw22jIzYQGfaD/JzIdsxCiwpCEWIiAYVDLT20lDl6sdTRCVD1ZKfDbGLX2t3tzGPGD2mVJCCEqCEmIhTAxhU7Pq8t7FkBulrbxCFGVGAzw1xMQcxzs3NRZ6CzttI5KCCHykYRYCIDmo6GGJ6REwpHftI5GiKpj87vqlMx5s9A5eGkdkRBC3EYSYiEAzCyg4zPq8q7P1Bm0hBAlc2IV7JyrLj/wBdRurW08QghxF5IQC5Gn5Xiwrgnx5+HESq2jEaJyiz0NK59Wlzs8A4GjtI1HCCEKIAmxEHks7aDdU+ryjk/VqWWFEEWXmQy/PwzZqeDbBXrN0joiIYQoULVNiC9fvky3bt3w9/enefPm/PHHH1qHJCqCtk+AuS1EH4OwjVpHI0Tloyiw+lm4dlbtly8VJYQQlUC1TYjNzMyYN28eJ06cYP369bzwwgukpaVpHZbQmo0TtJ6oLu+Yq20sQlRGwYvVLkcmZjDyJ7Bz0ToiIYS4p2qbEHt4eBAUFASAu7s7zs7OxMfHaxuUqBg6TAETc7i0Gy7t1ToaISqPmJOwdrq63PNt8G6jbTxCCFFIFTYh3r59O4MGDcLT0xOdTsfKlStv22bBggX4+vpiZWVFu3bt2L9/f7GOFRwcjF6vx9vbu4RRiyrB3hOCxqjL0kosROHkZMDyR9WZ6Or3gA7Pah2REEIUWoVNiNPS0ggMDGTBggV3vH/p0qVMnTqVGTNmcOjQIQIDA+nbty8xMTHGbYKCgggICLjtEhERYdwmPj6ecePGsWjRogLjycrKIjk5Od9FVGGdXgCdCZxdB1GhWkcjRMW37g2IOQG2LjBkIZhU2H8vQghxG52iVPyh9DqdjhUrVjBkyBDjunbt2tGmTRvmz58PgMFgwNvbm2effZbp06cXar9ZWVn07t2bxx9/nLFjxxa47cyZM5k16/aR0klJSdjb2xf+yYjK448JcHwFNBsJw7/ROhohKq6Tf8PSR9TlR/4Cv57axiOEENclJyfj4OBwz3ytUv6Ez87OJjg4mF69ehnXmZiY0KtXL/bs2VOofSiKwoQJE+jRo8c9k2GA1157jaSkJOPl8uXLxY5fVBJ50zkf/wuSIwreVojqKvEyrLo+qU3H5yQZFkJUSpUyIY6Li0Ov1+Pm5pZvvZubG1FRUYXax65du1i6dCkrV64kKCiIoKAgjh07dtftLS0tsbe3z3cRVZxnC/DpBIZc2F9wlxohqiV9Lvz1OGQmgmdL6PGW1hEJIUSxVNvikJ07d8ZgMGgdhqjoOkyBi7vg4PfQ5WV18g4hhGrXPLi0ByxqwIjv1CnQhRCiEqqULcTOzs6YmpoSHR2db310dDTu7u4aRSWqpIb3g1M9yEyCI79pHY0QFUf0Cdj6P3W5/0fq50QIISqpSpkQW1hY0KpVKzZt2mRcZzAY2LRpEx06dNAwMlHlmJhC+6fV5b1fgpxVEELtKrHqaTDkqD8aA8doHZEQQpRIhU2IU1NTCQkJISQkBIDw8HBCQkK4dOkSAFOnTuWbb77hxx9/5OTJk0yePJm0tDQmTpyoYdSiSgocA1YOEH8ezqzVOhohtLf7c4g4rH4uBs4DnU7riIQQokQqbB/igwcP0r17d+PtqVOnAjB+/HgWL17MqFGjiI2N5e233yYqKoqgoCDWrl1720A7IUrM0g5aTVT7S+5ZAI37ax2RENqJOQVbP1CX7/8f2HtoG48QQpSCSlGHuCIqbF07UUUkXYXPmqsVJ57YqlagEKK60efC933gajA06AsPLZXWYSFEhVal6xALUe4cvKDpMHV5z5faxiKEVvbMV5NhSwcYNE+SYSFElSEJsRCF1eH64DqZqENUR7GnYctsdfn+D8DeU9t4hBCiFElCLERhebYAn84yUYeofgx6WPk06LPArzcEPaR1REIIUaokIRaiKDpMUa8Pfg9ZqdrGIkR5Ofg9XD0IlvYw6DPpKiGEqHIkIRaiKG6eqOPYMq2jEaLspcbApnfV5R5vqf3phRCiipGEWIiiMDGBNo+ry/u/ASnSIqq69W9BVhJ4BEKbSVpHI4QQZUISYiGKKughMLeBmBNwcbfW0QhRdsJ3wNHfAR0M/FSduVEIIaogSYiFKCprR2g+Ul2WwXWiqsrNhjUvqcutHwWvVtrGI4QQZUgSYiGKI6/bxKl/pASbqJr2LoC402DrAj3f0joaIYQoU5IQC1Ec7gFQp6Nagi14sdbRCFG6Ei/Bto/U5T7vgXVNbeMRQogyJgmxEMXV9norcfBi9fSyEFXFf9MhJ12tu918lNbRCCFEmZOEWIjiajII7NwhNRpOrtY6GiFKx+n/4PQaMDGDAZ9IzWEhRLUgCbEQxWVqDq0nqssHvtU2FiFKQ24WrJ2uLnd4BlwbaxuPEEKUE0mIhSiJVhPUlrRLeyDqmNbRCFEy+76GhAvqmY/7pmkdjRBClBtJiIUoiRru0OQBdXn/N9rGIkRJpMXB9jnqcs+3wdJO23iEEKIcSUIsREnlDa47ugwyErSNRYji2voBZCWrM9IFjtE6GiGEKFeSEAtRUnU6gFsA5GZAyK9aRyNE0cWcgoM/qMt9Z6tTlAshRDUi33pClJROB20eU5cPfAsGg7bxCFFU698ARQ+NB4JvZ62jEUKIcicJsRCloflIsLSH+PNwYYfW0QhReGc3QthGMDGH3u9oHY0QQmhCEmIhSoOFLTR7UF2WmetEZaHPVVuHAdo9CbXqaxuPEEJoRBJiIUpLqwnq9cm/1RH7QlR0hxZD7CmwdpIya0KIak0SYiFKi0dz8GwJhhwZXCcqvoxE2DJbXe72Glg7ahmNEEJoShJiIUpTXivxoR9BUTQNRYgC7foM0q+Bc8MbMy4KIUQ1JQmxEKUpYDhY2MG1MLi4S+tohLizlGjYt1Bd7jlDnYZcCCGqMUmIhShNlnYyuE5UfDs+hpx08GoNjQdoHY0QQmhOEmIhSltet4kTqyA9XtNQhLhNwoUbk3D0fFutoy2EENWcJMRClDbPIHX6W302HPlN62iEyG/r/9SBn/W6Qb2uWkcjhBAVgiTEQpSFvFbi4MUyuE5UHDEn4cjv6nKPt7WNRQghKhBJiIUoCwEjwNwW4s7ApT1aRyOEavN7gKJO0Vy7ldbRCCFEhSEJsRBlwcoemg1Xl2VwnagIrgTDqX8AHfR4S+tohBCiQpGEWIiyktdt4vhKGVwntLf5HfU6cDS4NtY2FiGEqGAkIRairHi2BPdmoM+Co0u1jkZUZ+e3wfmtYGKuzkonhBAiH0mIhSgrOh20HK8uH14ig+uENhQFNl1vHW49EWr6aBuPEEJUQJIQC1GWmo0AU0uIDoWoo1pHI6qjsI1w9SCYWUOXl7WORgghKiRJiIUoS9Y1b8wEdvgXbWMR1Y+iqHWHAdpMghpu2sYjhBAVlCTEQpS1oIfV62PLIDdL21hE9XJ+y/XWYSvo+JzW0QghRIUlCbEQZa1+d6jhCRkJcPo/raMR1YWiwLaP1OVWE6V1WAghCiAJsRBlzcRULXUFECLdJkQ5ubBTnRTG1AI6SeuwEEIUpNonxOnp6fj4+PDyyzLYRJShvG4TYRshJUrbWET1sO1D9brlOLD31DYWIYSo4Kp9Qvz+++/Tvn17rcMQVZ2zH3i3B8UAR37XOhpR1V3cDRd2qHWHO72gdTRCCFHhVeuE+OzZs5w6dYp+/fppHYqoDoIeUq9DfpGaxKJs5fUdbvEwOHprG4sQQlQCFTYh3r59O4MGDcLT0xOdTsfKlStv22bBggX4+vpiZWVFu3bt2L9/f5GO8fLLL/PBBx+UUsRC3EPToWot2LgzcOWg1tGIquryfrW6hIkZdJ6qdTRCCFEpVNiEOC0tjcDAQBYsWHDH+5cuXcrUqVOZMWMGhw4dIjAwkL59+xITE2PcJigoiICAgNsuERERrFq1ioYNG9KwYcPyekqiurOyB//B6nLIEm1jEVVXXutw4GiZlU4IIQpJpygV/9ytTqdjxYoVDBkyxLiuXbt2tGnThvnz5wNgMBjw9vbm2WefZfr06ffc52uvvcaSJUswNTUlNTWVnJwcXnrpJd5+++07bp+VlUVW1o0assnJyXh7e5OUlIS9vX3JnqCoPsK3w4+DwNIeXj4D5tZaRySqkquH4JvuoDOFZw+CUz2tIxJCCE0lJyfj4OBwz3ytwrYQFyQ7O5vg4GB69eplXGdiYkKvXr3Ys2dPofbxwQcfcPnyZS5cuMDHH3/M448/ftdkOG97BwcH48XbW/rliWLw6QyOdSArGU7+o3U0oqrZ/rF63XykJMNCCFEElTIhjouLQ6/X4+aWv9C8m5sbUVFlU9LqtddeIykpyXi5fPlymRxHVHEmJhCYN7hOuk2IUhR7Bk6vAXTSd1gIIYrITOsAKoIJEybccxtLS0ssLS3LPhhR9QWNgW3/g/PbIPGyVAEQpWP3Z+p14wHgImMjhBCiKCplC7GzszOmpqZER0fnWx8dHY27u7tGUQlRSDV9wbcLoMCxZVpHI6qC5Eg4slRd7vS8trEIIUQlVCkTYgsLC1q1asWmTZuM6wwGA5s2baJDhw4aRiZEITUfpV4fWSo1iUXJ7fsKDDlQpwN4t9U6GiGEqHQqbEKcmppKSEgIISEhAISHhxMSEsKlS5cAmDp1Kt988w0//vgjJ0+eZPLkyaSlpTFx4kQNoxaikPwfAFNLiDsNUUe1jkZUZplJcPAHdVlah4UQolgqbB/igwcP0r17d+PtqVPVQSLjx49n8eLFjBo1itjYWN5++22ioqIICgpi7dq1tw20E6JCsnKARv3gxEo4ugw8ArWOSFRWwYvVqiUujaFBX62jEUKISqlS1CGuiApb106Iuzr1L/w+BuzcYOpJMDHVOiJR2eRmwWeBkBIJg79Up2oWQghhVKXrEAtRJfj1AmsnSI2G81u1jkZURsf+UJPhGh7Q7EGtoxFCiEpLEmIhtGJmAQHD1OWjUm1CFJHBALs+V5fbP62+n4QQQhRLsRLievXqce3atdvWJyYmUq+ezI4kRKHlVZs4+Tdkp2kbi6hczq5TB2VaOkCrCVpHI4QQlVqxEuILFy6g1+tvW5+VlcXVq1dLHJQQ1UbtNmpd4pw0tU+xEIW1c5563eZRsJJxDEIIURJFqjKxevVq4/K6detwcHAw3tbr9WzatAlfX99SC06IKk+nU1uJt30IR3+H5tIPVBTCpX1weS+YWkC7p7SORgghKr0iJcRDhgwBQKfTMX78+Hz3mZub4+vryyeffFJqwQlRLTQbqSbE5zZDagzYuWodkajo9n6pXjcfBTVkdk4hhCipInWZMBgMGAwG6tSpQ0xMjPG2wWAgKyuL06dPM3DgwLKKVYiqydkPvFqBYoDQP7WORlR0iZfVPucA7SdrG4sQQlQRxepDHB4ejrOzc2nHIkT1lTe47uhSbeMQFd+Bb0DRQ92u4NZU62iEEKJKKPZMdZs2bWLTpk3GluKbff/99yUOTIhqJWA4rH0NIg5D7Blwaah1RKIiyk5TZ6YDaR0WQohSVKwW4lmzZtGnTx82bdpEXFwcCQkJ+S5CiCKydVYn6gBpJRZ3d+R3yEyCmnVlmmYhhChFxWohXrhwIYsXL2bs2LGlHY8Q1VfzkWpt2WPLoMebagUKIfIYDLBvobrc7ikwkXmVhBCitBTrGzU7O5uOHTuWdixCVG+N+oO5LSRegqvBWkcjKprzmyHuDFjUgKCHtI5GCCGqlGIlxI899hi//vpracciRPVmYQON+6vLUm1C3Grv9dbhFo/IRBxCCFHKitVlIjMzk0WLFrFx40aaN2+Oubl5vvvnzp1bKsEJUe00HQbH/oDQv6DPe2BiqnVEoiKIPQNhGwAdtHtC62iEEKLKKVZCfPToUYKCggAIDQ3Nd59O+j0KUXx+PcHSAVKj4NIe8O2sdUSiItj/tXrdqB841dM2FiGEqIKKlRBv2bKltOMQQgCYWUKTQRCyRO02IQmxyEiAkOtd1KTUmhBClAkZpixERRMwTL0+sQr0OdrGIrR36GfISQe3APDtonU0QghRJRWrhbh79+4Fdo3YvHlzsQMSotqr2xVsakH6NQjfdqM+sah+DHrY/4263O5JKcUnhBBlpFgJcV7/4Tw5OTmEhIQQGhrK+PHjSyMuIaovUzPwHwIHv1MH10lCXH2dWQdJl8DaCZo9qHU0QghRZRUrIf7000/vuH7mzJmkpqaWKCAhBOpUzge/g5N/w8BP1b7Fovo5+J163eIRMLfWNhYhhKjCSrUP8SOPPML3339fmrsUonqq0wFqeEBWMoRt1DoaoYX48xC2SV1uPVHbWIQQooor1YR4z549WFlZleYuhaieTEzUmsQgk3RUVwd/ABS1y4yUWhNCiDJVrC4Tw4YNy3dbURQiIyM5ePAgb731VqkEJkS1FzAc9i6A0/9BdhpY2GodkSgvOZlweIm63HqStrEIIUQ1UKyE2MHBId9tExMTGjVqxDvvvEOfPn1KJTAhqj2vluDoA4kX4cxaNUEW1cOJVZARD/a1oWFfraMRQogqr1gJ8Q8//FDacQghbqXTqUnwzrlqtQlJiKuPA9+q160myPTdQghRDoqVEOcJDg7m5MmTADRt2pQWLVqUSlBCiOvyEuKz6yEzCawc7v0YUblFHYMr+8HEDFqO0zoaIYSoFoqVEMfExDB69Gi2bt2Ko6MjAImJiXTv3p3ff/8dFxeX0oxRiOrLrSk4N4K403DyH2jxsNYRibJ24HqptSaDoIabtrEIIUQ1UawqE88++ywpKSkcP36c+Ph44uPjCQ0NJTk5meeee660YxSi+srrNgFwYqWmoYhykJkMR5epyzKYTgghyk2xEuK1a9fy5Zdf0qRJE+M6f39/FixYwH///VdqwQkhgKZD1OtzWyAjUctIRFk7uhRy0tSzAr6dtY5GCCGqjWIlxAaDAXNz89vWm5ubYzAYShyUEOImLo3ApTEYctRqE6JqUpQb3SXaTFLPDgghhCgXxUqIe/TowfPPP09ERIRx3dWrV3nxxRfp2bNnqQUnhLjOf7B6fWKVtnGIsnNpD8SeBHMbCBytdTRCCFGtFCshnj9/PsnJyfj6+lK/fn3q169P3bp1SU5O5osvvijtGIUQeQlx2Ca1n6moevJah5uNkGoiQghRzopVZcLb25tDhw6xceNGTp06BUCTJk3o1atXqQYnhLjO1R9q+cG1MLUEW7MRWkckSlN6PJxcrS63flTbWIQQohoqUgvx5s2b8ff3Jzk5GZ1OR+/evXn22Wd59tlnadOmDU2bNmXHjh1lFasQ1ZdOB/5D1GWpNlH1HF0G+mxwbwaeUs9dCCHKW5ES4nnz5vH4449jb29/230ODg48+eSTzJ07t9SCE0LcJK/bxNkNkJWqbSyi9CgKHPpRXW45XttYhBCimipSQnzkyBHuv//+u97fp08fgoODSxyUEOIO3JtBzbqQm6l2mxBVw9VDEHMCzKykK4wQQmikSAlxdHT0Hcut5TEzMyM2NrbEQQkh7kCnk2oTVdHhn9Rr/8FgXVPbWIQQopoqUkLs5eVFaGjoXe8/evQoHh4eJQ5KCHEXxm4T6yE7XdtYRMllpcKx5epyy3HaxiKEENVYkRLi/v3789Zbb5GZmXnbfRkZGcyYMYOBAweWWnBCiFt4tgDHOpCTDmEbtY5GlNSJlZCdCk71wKeT1tEIIUS1VaSE+M033yQ+Pp6GDRvy0UcfsWrVKlatWsWHH35Io0aNiI+P54033iirWEtdeHg43bt3x9/fn2bNmpGWlqZ1SEIUTLpNVC2HrneXaDFWZqYTQggNFakOsZubG7t372by5Mm89tprKIoCgE6no2/fvixYsAA3N7cyCbQsTJgwgffee48uXboQHx+PpaWl1iEJcW/+Q2D3F+o0zjkZYG6tdUSiOGJOweV9oDOFoIe0jkYIIaq1Ik/M4ePjw7///ktCQgJhYWEoikKDBg2oWbNyDQY5fvw45ubmdOnSBQAnJyeNIxKikLxagX1tSL4C5zZD4wFaRySK4/DP6nXD+6GGu7axCCFENVesqZsBatasSZs2bWjbtm2ZJMPbt29n0KBBeHp6otPpWLly5W3bLFiwAF9fX6ysrGjXrh379+8v9P7Pnj2LnZ0dgwYNomXLlsyePbsUoxeiDOl04P+AuizdJiqn3Gw48pu6LIPphBBCc8VOiMtaWloagYGBLFiw4I73L126lKlTpzJjxgwOHTpEYGAgffv2JSYmxrhNUFAQAQEBt10iIiLIzc1lx44dfPnll+zZs4cNGzawYcOG8np6QpRMXj/i0/9Bbpa2sYiiO/0vpF+DGh7gJ1PeCyGE1orcZaK89OvXj379+t31/rlz5/L4448zceJEABYuXMiaNWv4/vvvmT59OgAhISF3fbyXlxetW7fG29sbUCtohISE0Lt37ztun5WVRVbWjcQjOTm5qE9JiNJTu62aTKVEwvmt0LCv1hGJosgbTBf0EJhW2K9hIYSoNipsC3FBsrOzCQ4OplevGy0rJiYm9OrViz179hRqH23atCEmJoaEhAQMBgPbt2+nSZMmd93+gw8+wMHBwXjJS6SF0ISJyY2+w6f+0TYWUTSJl9S+3wAtHtE2FiGEEEAlTYjj4uLQ6/W3VbRwc3MjKiqqUPswMzNj9uzZ3HfffTRv3pwGDRoUWEP5tddeIykpyXi5fPlyiZ6DECXW+Pr79dS/YNBrG4sovJDfAAV8u6j1h4UQQmiuWp+ru1e3jJtZWlpKWTZRsfh2BisHSI+Dy/vBp4PWEYl7UZQbg+mkdVgIISqMStlC7OzsjKmpKdHR0fnWR0dH4+4u5YtENWFqrpbsAuk2UVlc2gsJ4WBhB00GaR2NEEKI6yplQmxhYUGrVq3YtGmTcZ3BYGDTpk106CCtZKIayes2cfJvtfVRVGxHflWv/QeDha22sQghhDCqsF0mUlNTCQsLM94ODw8nJCQEJycn6tSpw9SpUxk/fjytW7embdu2zJs3j7S0NGPVCSGqBb+eYGYFiRch+ji4B2gdkbibnAw4vlJdDhyjaShCCCHyq7AJ8cGDB+nevbvx9tSpUwEYP348ixcvZtSoUcTGxvL2228TFRVFUFAQa9eurVRTRwtRYha2UL+HWtf21D+SEFdkp9ZAVjI41AGfTlpHI4QQ4iY6RZHzrMWRnJyMg4MDSUlJ2Nvbax2OqM4O/wKrnga3ZjB5p9bRiLtZMhzCNsJ9r0CPN7SORgghqoXC5muVsg+xEOImjfqBzgSij0HCBa2jEXeSHHmj9nDgaG1jEUIIcRtJiIWo7GycbpyCP7VG21jEnR1bBooBvNtDrfpaRyOEEOIWkhALURUYq01I+bUKR1GuT8YBBMlgOiGEqIgkIRaiKsibxvnyXkiN1TYWkV9kCMSeVKuBNB2qdTRCCCHuQBJiIaoCR2/wCFRPy5/5T+toxM3yWocbD1BnFhRCCFHhSEIsRFXR+PrMZ9JtouLIzYZjf6jLgQ9pG4sQQoi7koRYiKqiyfV+xOe3QlaKpqGI686uh4x4sHOHet20jkYIIcRdSEIsRFXh0hic6oM+S613K7R35Hp3ieYPgmmFnQdJCCGqPUmIhagqdLobg+uk24T20uPhzDp1WbpLCCFEhSYJsRBVSZPr/YjPrlf7rwrtnFgJhhxwbwZu/lpHI4QQogCSEAtRlXi1BlsXyEqGS7u1jqZ6O3p9MF2zkdrGIYQQ4p4kIRaiKjExgYZ91eXTa7WNpTpLvHz9B4kOAoZrHY0QQoh7kIRYiKqmYT/1+vS/6ixpovyFLlevfTuDg5e2sQghhLgnSYiFqGrqdwdTS0i8CLGntI6mejp2PSFu9qC2cQghhCgUSYiFqGosbKFeV3X5tMxaV+6iT0B0KJhagP8DWkcjhBCiECQhFqIqapTXbUIS4nKXNzNdgz5gXVPbWIQQQhSKJMRCVEUN71evrxyA1FhtY6lODIabukuM0DYWIYQQhSYJsRBVkb0neAQCCpxdp3U01ceV/ZB0CSxq3PhRIoQQosKThFiIqqpRf/Vauk2Un6PL1Osmg8DcWttYhBBCFJokxEJUVXktlOc2Q06mtrFUB/ocOL5CXW4u1SWEEKIykYRYiKrKIxBqeEJOOlzYoXU0Vd+5zZARD7au4Huf1tEIIYQoAkmIhaiqdDpodL2V+PS/2sZSHeRVlwgYDqZm2sYihBCiSCQhFqIqy+tHfGadzFpXlrJS4dQadVkm4xBCiEpHEmIhqjLfLmBuC8lXIeqo1tFUXaf/VbumONUDr5ZaRyOEEKKIJCEWoiozt1KncgapNlGWbp6qWafTNhYhhBBFJgmxEFWdzFpXtjIS4NwmdTlguLaxCCGEKBZJiIWo6hr0BXQQGQLJEVpHU/WcWgOGXHBtCi6NtI5GCCFEMUhCLERVZ+cCtduoy9JKXPpC/1KvA4ZqG4cQQohik4RYiOogr/za2fXaxlHVpMfD+a3qctNhmoYihBCi+CQhFqI6aNBXvT6/TWatK00nV4OiB/fmUKu+1tEIIYQoJkmIhagO3JqCvRfkZsCFnVpHU3XkTdXcVLpLCCFEZSYJsRDVgU4HDXqry9JtonSkxkL4dnVZEmIhhKjUJCEWorpo0Ee9Piuz1pWKk6tBMYBnC3Cqq3U0QgghSkASYiGqi7pdwdQCEi7AtTCto6n8pLuEEEJUGZIQC1FdWNqBTyd1+cw6bWOp7FKib/TFloRYCCEqPUmIhahOGl6vNiH9iEvm5GpAAa/W4FhH62iEEEKUkCTEQlQnef2IL+6GrBRtY6nMjJNxSO1hIYSoCiQhFqI6qVUfnOqBIefGhBKiaJIj4NIeddl/sLaxCCGEKBWSEAtR3eRN0iH9iIvnxCpAAe/24FBb62iEEEKUgmqdEH/66ac0bdoUf39/nnvuORQpRSWqA2M94g1Sfq04pLqEEEJUOdU2IY6NjWX+/PkEBwdz7NgxgoOD2bt3r9ZhCVH2fDuDuQ2kRkHUUa2jqVySrsDlfYBOuksIIUQVUm0TYoDc3FwyMzPJyckhJycHV1dXrUMSouyZWUK9buqyVJsomhOr1Os6HcDeQ9tYhBBClJoKmxBv376dQYMG4enpiU6nY+XKlbdts2DBAnx9fbGysqJdu3bs37+/0Pt3cXHh5Zdfpk6dOnh6etKrVy/q169fis9AiAosr9rEGUmIi+TEavW66RBNwxBCCFG6KmxCnJaWRmBgIAsWLLjj/UuXLmXq1KnMmDGDQ4cOERgYSN++fYmJiTFuExQUREBAwG2XiIgIEhIS+Oeff7hw4QJXr15l9+7dbN++vbyenhDayutHfOUApF3TNpbKIiXqencJoPFAbWMRQghRqsy0DuBu+vXrR79+/e56/9y5c3n88ceZOHEiAAsXLmTNmjV8//33TJ8+HYCQkJC7Pv6PP/7Az88PJycnAAYMGMDevXu577777rh9VlYWWVlZxtvJyclFfUpCVBwOtcEtAKJD4dxmaP6g1hFVfKf+wTgZh4OX1tEIIYQoRRW2hfj/7d1pdBR1vv/xT2cHshEICYGEhEV2EgUTgwtb/gJyVXAZj8MZo9eLZ7xwhBuXi54RZh44OHr1Mo4MjoMaPNdRjuOVuSIyQNhG2QMZQBZZwp4EEMkGZOv6Pyi6ISRASLq7Oqn365w+Vakuqr6dkvBJ+a3f73qqq6uVn5+vrKws97aAgABlZWVpw4YNTTpGYmKi1q9fr4sXL6qurk5r1qxR3759r7n/nDlzFBUV5X4lJia2+HMAlnKPNsHwa03iapcY8IC1dQAAPK5VBuIzZ86orq5OcXFx9bbHxcWpuLi4Sce44447dN999+nWW2/VkCFD1KtXLz3wwLX/oXv55ZdVWlrqfh07dqxFnwGwnGs84gMrJWedtbX4u/NnpcPfmuv977e2FgCAx/lty4QvvPbaa3rttdeatG9oaKhCQ0O9XBHgQ91vl8KipQs/Sce3SkkZVlfkv/YtlYw6KW6wOdMfAKBNaZV3iDt37qzAwECVlJTU215SUqL4+HiLqgJamcAgqdcoc/1gnrW1+DvaJQCgTWuVgTgkJERDhw5VXt7lf8SdTqfy8vKUmZlpYWVAK9P7Uh/+gZXW1uHPLpZJh1ab6/0JxADQFvlty0RFRYUOHDjg/rqwsFAFBQWKiYlRUlKScnJylJ2drWHDhik9PV1z585VZWWle9QJAE3Qa7S5PLHNHH6tQydr6/FHP/xdqquWOt8idelndTUAAC/w20C8detWjRo1yv11Tk6OJCk7O1u5ubl67LHHdPr0ac2aNUvFxcVKS0vTsmXLGjxoB+A6IhOkLgOlU9+bd0EHP2J1Rf5nz6V2CR6mA4A2y2EYhmF1Ea1RWVmZoqKiVFpaqsjISKvLAZpv+avS+nek1J9Lk+ZbXY1/qT4vvdlLqjkvPbNWSkizuiIAwE1oal5rlT3EADzoyj5ip9PaWvzNgZVmGI5OkrqmWl0NAMBLCMSA3SXdIQW3lypPmTPX4bI9X5nL/g9IDoe1tQAAvIZADNhdUKiUcmnKcoZfu6y2SvphmbnO6BIA0KYRiAFc0TZBIHY7tFaqKpMiupqTmAAA2iwCMQCp9xhzeXSDVFVubS3+Ys/fzGW/f5EC+FEJAG0ZP+UBmNMRd0yRnLVS4Tqrq7FeXa20d6m5zux0ANDmEYgBmGibuOzYRunCWaldjJQ03OpqAABeRiAGYHIH4hWS3Ycn3/u1ubxlnBTot/MXAQA8hEAMwJR8lxQYIp07Kv140OpqrGMYlwNxv/usrQUA4BMEYgCm0HBzTGLJ3sOvlXwvnTsiBYVJvUZbXQ0AwAcIxAAuu3LWOrvad+lhup6jpJAO1tYCAPAJAjGAy1yBuPAfUs1Fa2uxCu0SAGA7BGIAl3UZYE5EUXtBOrre6mp8r/S4VFQgySHdMt7qagAAPkIgBnCZwyH1ujRJhx2HX9v3jblMzJDCY62tBQDgMwRiAPW5Zq2zYx/x3iXmknYJALAVAjGA+nqOlOSQTu+Vyk5aXY3vXDgnHf7WXO/3L5aWAgDwLQIxgPrax0gJt5rrh9ZYWopPHVhpTl3dua/UqZfV1QAAfIhADKChXqPM5cHV1tbhS7RLAIBtEYgBNNTzUiA+tEZyOi0txSdqq6T9l3qmaZcAANshEANoKDFdCm4vVZ6STn1vdTXeV/gPqbpcCo+XEm6zuhoAgI8RiAE0FBQq9bjTXLdD28S+S5Nx9B0nBfBjEQDshp/8ABrXa7S5PNTGA7HTKe29NF0z7RIAYEsEYgCNcz1Yd2R9257G+eR2qaJYCgmXUu6xuhoAgAUIxAAaF9vv0jTOF6VjG62uxntc7RK9x5itIgAA2yEQA2icw3Fpkg617T5i13TNfSdYWwcAwDIEYgDX5hp+7eAqa+vwlp+OSKd2S44Aqc//s7oaAIBFCMQArs11h7h4h1R5xtJSvGL/cnOZeIc5Qx8AwJYIxACuLSJOihtkrrfFaZxd7RK3jLW2DgCApQjEAK7PdZe4rQ2/VlUhHf6HuX7LOGtrAQBYikAM4Ppcw68dXCMZhqWleNShNVJdtdQxWYrta3U1AAALEYgBXF/ScCkwRCo7Lv14wOpqPOeHZebylnHmiBoAANsiEAO4vpD2UtId5npbGW3C6bz8QB39wwBgewRiADfmHn6tjfQRF22XKkrM2el63Gl1NQAAixGIAdyYq4/48LdSXY21tXjCD383l71GMzsdAIBADKAJ4lOldjFSdbl0fKvV1bTclf3DAADbIxADuLGAgLYz/FrZSanon5IczE4HAJBEIAbQVO5AvNbSMlrM9TBdt6FSeBdrawEA+AUCMYCm6TnCXJ7Yak5q0Vrtu9Qu0Zd2CQCAiUAMoGk6JkvRPSRnrXRkvdXVNE/NhctTUNM/DAC4xBaBeNKkSerYsaMeeeSRBu8tWbJEffv2VZ8+fbRgwQILqgNakZR7zGVhK22bKPyHVHtBiuwuxQ2yuhoAgJ+wRSCePn26Pv744wbba2trlZOTo1WrVmn79u1688039eOPP1pQIdBKtPY+YvfoEmOZnQ4A4GaLQDxy5EhFREQ02L5582YNHDhQ3bp1U3h4uMaPH6/ly5dbUCHQSrjuEJfslCpb2S+PhnF5/GHaJQAAV7A8EK9bt07333+/EhIS5HA4tHjx4gb7zJs3T8nJyQoLC1NGRoY2b97skXOfPHlS3bp1c3/drVs3nThxwiPHBtqk8C5SlwHm+uF11tZys0p2SWXHpaB2UsrdVlcDAPAjlgfiyspKpaamat68eY2+v2jRIuXk5Gj27Nnatm2bUlNTNXbsWJ06dcq9T1pamgYNGtTgdfLkSV99DMA+Ui6NNtHa2iZcd4d7jpCC21lbCwDArwRZXcD48eM1fvz4a77/9ttva8qUKXrqqackSe+9956+/vprffjhh5o5c6YkqaCgoFnnTkhIqHdH+MSJE0pPT29036qqKlVVVbm/Lisra9Y5gVYv5R5p0/zW92DdgZXmss+91tYBAPA7lt8hvp7q6mrl5+crKyvLvS0gIEBZWVnasGFDi4+fnp6uXbt26cSJE6qoqNA333yjsWPHNrrvnDlzFBUV5X4lJia2+PxAq5R8p+QIkM4eks4ds7qaprnwk3TsUqsVs9MBAK7i14H4zJkzqqurU1xcXL3tcXFxKi4ubvJxsrKy9Oijj2rp0qXq3r27O0wHBQXprbfe0qhRo5SWlqbnn39enTp1avQYL7/8skpLS92vY8daSRAAPC0sSkq4zVwvbCV9xAdXS0ad1LmvFJ1kdTUAAD9jecuEL6xcufKa7z3wwAN64IEHbniM0NBQhYaGerIsoPXqOcKcsa5wrXTrZKuruTF3uwR3hwEADfn1HeLOnTsrMDBQJSUl9baXlJQoPj7eoqoA1HuwzjCsreVGnE4CMQDguvw6EIeEhGjo0KHKy8tzb3M6ncrLy1NmZqaFlQE2l5guBYZKFcXSmR+srub6indIFSVScAcpiZ8bAICGLG+ZqKio0IEDB9xfFxYWqqCgQDExMUpKSlJOTo6ys7M1bNgwpaena+7cuaqsrHSPOgHAAsHtpKQMs4f40Foptq/VFV3bgRXmsudIKYi2JwBAQ5YH4q1bt2rUqFHur3NyciRJ2dnZys3N1WOPPabTp09r1qxZKi4uVlpampYtW9bgQTsAPpYywgzEhWuljGesruba9rvaJbKuvx8AwLYchuHvDYD+qaysTFFRUSotLVVkZKTV5QC+d3yrtGCMOerES4VSQKDVFTV0/qz0Zi/JcEozdknRDJcIAHbS1Lzm1z3EAPxY1zQpNFK6WCoV/dPqahp3aLUZhmP7E4YBANdEIAbQPIFBUo87zXV/nbWOdgkAQBMQiAE0X88rhl/zN07n5QfqejPcGgDg2gjEAJrPNR7x0Y1SbZW1tVyt+J9S5WkpJJzh1gAA10UgBtB8XfpLHbpItRek41usrqY+V7tEz5FSUIilpQAA/BuBGEDzORxS8l3m+uFvra3lavuXm8ve9A8DAK6PQAygZVLuNpeF/7C2jiudPyud2GquM10zAOAGCMQAWib5UiA+vkWquWhtLS4HV5nDrXUZIEV1t7oaAICfIxADaJlOvaXweKmuSjq+2epqTPtdo0vQLgEAuDECMYCW8bc+YqdTOphnrtMuAQBoAgIxgJbzpz7i4h2Xh1tLvMPqagAArQCBGEDLufqIT2yVqs9bW8uh1eYy+W6GWwMANAmBGEDLxfSUIhKkumrr+4gPXgrEvUZZWwcAoNUgEANoOYfDP9omqs9LRzeY6z0JxACApiEQA/AMf3iw7uh68y51ZHepcx/r6gAAtCoEYgCe4e4jzpeqK62pwd0uMdK8aw0AQBMQiAF4RsdkKSpRctZIxzZZU4M7EI+25vwAgFaJQAzAM64cj9iKPuLyYunU95IcUspI358fANBqEYgBeI6rbcKKPuJDa8xl1yFSh06+Pz8AoNUiEAPwHNcd4pPbpKoK356bdgkAQDMRiAF4TsceUnSS5KyVjm303XkN4/KEHAy3BgC4SQRiAJ6VfI+59GUf8andUkWJFNROSmK6ZgDAzSEQA/AsK8YjdrVLJN8pBYX67rwAgDaBQAzAs9x9xNulqnLfnPPgKnNJuwQAoBkIxAA8KzrRHJPYqJOObPD++WouSkfWm+s8UAcAaAYCMQDPcw+/5oM+4mObpNoLUni81KW/988HAGhzCMQAPC/l0oN1vgjErnaJXqOYrhkA0CwEYgCe1+NOc1n0T+limXfPxXBrAIAWIhAD8Lyobpf6iJ1mS4O3VJ4xQ7ck9RzpvfMAANo0AjEA7+jhg+HXXNM1xw2SIuK8dx4AQJtGIAbgHcmX2iaOfOe9c7jbJUZ67xwAgDaPQAzAO1x9xCe3S9WVnj++YVyekIPh1gAALUAgBuAdHXtIUYmSs9Y7fcRn9ktlJ6TAUKnHcM8fHwBgGwRiAN7jukt82AttE67h1pLukILbef74AADbIBAD8B5v9hEfol0CAOAZBGIA3uO6Q3wiX6q54Lnj1lZfHr2iF+MPAwBahkAMwHtiekoRXaW6aun4Fs8d9/gWqbpCat9ZihvsueMCAGyJQAzAexwO7/QRXzncWgA/xgAALcO/JAC8yxt9xK4H6miXAAB4gC0C8aRJk9SxY0c98sgj9bYfO3ZMI0eO1IABAzRkyBB9/vnnFlUItGGuGeuOb5Fqq1p+vAs/mWMbS1JPAjEAoOVsEYinT5+ujz/+uMH2oKAgzZ07V7t379by5cs1Y8YMVVZ6YQIBwM4695E6dJFqL5oP17VU4TrJcEqd+0pR3Vp+PACA7dkiEI8cOVIRERENtnft2lVpaWmSpPj4eHXu3Flnz571cXVAG+dwXJ44wxN9xO52CYZbAwB4huWBeN26dbr//vuVkJAgh8OhxYsXN9hn3rx5Sk5OVlhYmDIyMrR582aP15Gfn6+6ujolJiZ6/NiA7SVfaps48m3LjmMY9A8DADzO8kBcWVmp1NRUzZs3r9H3Fy1apJycHM2ePVvbtm1Tamqqxo4dq1OnTrn3SUtL06BBgxq8Tp482aQazp49qyeeeELvv/++Rz4TgKu4Rpo4tlmqq2n+cc4eks4dlQKCLx8TAIAWCrK6gPHjx2v8+PHXfP/tt9/WlClT9NRTT0mS3nvvPX399df68MMPNXPmTElSQUFBs89fVVWliRMnaubMmRo+fPh196uquvxAUFlZWbPPCdhObD+pXYx04az5QFxievOO4xpuLTFDCg33XH0AAFuz/A7x9VRXVys/P19ZWVnubQEBAcrKytKGDRtafHzDMPTkk09q9OjR+sUvfnHdfefMmaOoqCj3i9YK4CYEBFzRR9yCtomDrumaR7a4JAAAXPw6EJ85c0Z1dXWKi4urtz0uLk7FxcVNPk5WVpYeffRRLV26VN27d3eH6e+++06LFi3S4sWLlZaWprS0NO3cubPRY7z88ssqLS11v44dO9b8DwbYkbuPuJkP1tXVmiNMSDxQBwDwKMtbJnxh5cqVjW6/66675HQ6m3SM0NBQhYaGerIswF5cPb9HN5rhNvAmf/yc3CZVlUlh0VLXNE9XBwCwMb++Q9y5c2cFBgaqpKSk3vaSkhLFx8dbVBWAZokbKIVFSdUVUvE/b/7Pu0aX6DlCCgj0bG0AAFvz60AcEhKioUOHKi8vz73N6XQqLy9PmZmZFlYG4KYFBEpJLRiP2N0/TLsEAMCzLA/EFRUVKigocI8UUVhYqIKCAh09elSSlJOToz//+c9auHCh9uzZo2effVaVlZXuUScAtCLJl9ombraP+GKZOfWzxHTNAACPs7yHeOvWrRo16vI/cDk5OZKk7Oxs5ebm6rHHHtPp06c1a9YsFRcXKy0tTcuWLWvwoB2AVsDVR3xkg+Ssa3rrw+F/SEadFNNL6tjDe/UBAGzJ8kA8cuRIGYZx3X2mTZumadOm+agiAF4TP0QKiZCqSqWSXVLX1Kb9OXe7BHeHAQCeZ3nLBAAbCQySku4w12+mj9j9QB2BGADgeQRiAL51s33E545KZw9KjkAp5W7v1QUAsC0CMQDf6nHFBB1NGQfc1S7RfZg5bBsAAB5GIAbgWwlpUnAH6cJP0uk9N97f1S7BcGsAAC8hEAPwrcBgKTHdXL9RH7GzTipca67TPwwA8BICMQDfc/cRf3v9/YoKzDvJoZFSt6FeLwsAYE8EYgC+5+4jXi9db9hFV/9wyj3mCBUAAHgBgRiA73W7TQoKkypPS2d+uPZ+h9aYy54jfVEVAMCmCMQAfC8oVOp+u7nuCr1Xq6qQjm4013mgDgDgRQRiANa4ZZy53Luk8fcP5knOGim6hxTT03d1AQBsh0AMwBr9/8VcHv5OOn+24fu7vjCXAydKDofPygIA2A+BGIA1OiZL8YMlo07a903996rKpR+Wm+sDH/J5aQAAeyEQA7BOv/vN5Z6v6m/ft0yqvSDF9JK6pvq+LgCArRCIAVin/6VAfHCVeVfYxdUuMehh2iUAAF5HIAZgnS79zQfm6qqkAyvNbRd+urw+6GHragMA2AaBGIB1HI7Ld4ldbRN7lpijS3QZKHXpZ11tAADbIBADsJarj/iHv0vLfyVt/KP59SAepgMA+AZzoQKwVrehUmR3qey4tP4Pl7cTiAEAPkIgBmCtgADp8U+lvV9L1RXmq9tQJuMAAPgMgRiA9boOMV8AAFiAHmIAAADYGoEYAAAAtkYgBgAAgK0RiAEAAGBrBGIAAADYGoEYAAAAtkYgBgAAgK0RiAEAAGBrBGIAAADYGoEYAAAAtkYgBgAAgK0RiAEAAGBrBGIAAADYGoEYAAAAtkYgBgAAgK0RiAEAAGBrBGIAAADYGoEYAAAAthZkdQGtlWEYkqSysjKLKwEAAEBjXDnNlduuhUDcTOXl5ZKkxMREiysBAADA9ZSXlysqKuqa7zuMG0VmNMrpdOrkyZOKiIiQw+Hw+vnKysqUmJioY8eOKTIy0uvng3W41vbBtbYPrrV9cK39i2EYKi8vV0JCggICrt0pzB3iZgoICFD37t19ft7IyEj+gtkE19o+uNb2wbW2D661/7jenWEXHqoDAACArRGIAQAAYGsE4lYiNDRUs2fPVmhoqNWlwMu41vbBtbYPrrV9cK1bJx6qAwAAgK1xhxgAAAC2RiAGAACArRGIAQAAYGsEYgAAANgagbiVmDdvnpKTkxUWFqaMjAxt3rzZ6pJwE9atW6f7779fCQkJcjgcWrx4cb33DcPQrFmz1LVrV7Vr105ZWVnav39/vX3Onj2ryZMnKzIyUtHR0Xr66adVUVHhw0+BppgzZ45uv/12RUREqEuXLpo4caL27dtXb5+LFy9q6tSp6tSpk8LDw/Xwww+rpKSk3j5Hjx7VhAkT1L59e3Xp0kUvvviiamtrfflRcAPz58/XkCFD3BMwZGZm6ptvvnG/z3Vum15//XU5HA7NmDHDvY1r3foRiFuBRYsWKScnR7Nnz9a2bduUmpqqsWPH6tSpU1aXhiaqrKxUamqq5s2b1+j7b7zxht555x2999572rRpkzp06KCxY8fq4sWL7n0mT56s77//XitWrNCSJUu0bt06PfPMM776CGiitWvXaurUqdq4caNWrFihmpoa3XvvvaqsrHTv8x//8R/66quv9Pnnn2vt2rU6efKkHnroIff7dXV1mjBhgqqrq7V+/XotXLhQubm5mjVrlhUfCdfQvXt3vf7668rPz9fWrVs1evRoPfjgg/r+++8lcZ3boi1btuhPf/qThgwZUm8717oNMOD30tPTjalTp7q/rqurMxISEow5c+ZYWBWaS5Lx5Zdfur92Op1GfHy88eabb7q3nTt3zggNDTU+/fRTwzAMY/fu3YYkY8uWLe59vvnmG8PhcBgnTpzwWe24eadOnTIkGWvXrjUMw7y2wcHBxueff+7eZ8+ePYYkY8OGDYZhGMbSpUuNgIAAo7i42L3P/PnzjcjISKOqqsq3HwA3pWPHjsaCBQu4zm1QeXm50adPH2PFihXGiBEjjOnTpxuGwd/ptoI7xH6uurpa+fn5ysrKcm8LCAhQVlaWNmzYYGFl8JTCwkIVFxfXu8ZRUVHKyMhwX+MNGzYoOjpaw4YNc++TlZWlgIAAbdq0yec1o+lKS0slSTExMZKk/Px81dTU1Lve/fr1U1JSUr3rPXjwYMXFxbn3GTt2rMrKytx3H+Ff6urq9Nlnn6myslKZmZlc5zZo6tSpmjBhQr1rKvF3uq0IsroAXN+ZM2dUV1dX7y+RJMXFxWnv3r0WVQVPKi4ulqRGr7HrveLiYnXp0qXe+0FBQYqJiXHvA//jdDo1Y8YM3XnnnRo0aJAk81qGhIQoOjq63r5XX+/G/ntwvQf/sXPnTmVmZurixYsKDw/Xl19+qQEDBqigoIDr3IZ89tln2rZtm7Zs2dLgPf5Otw0EYgDwkqlTp2rXrl369ttvrS4FXtK3b18VFBSotLRUf/3rX5Wdna21a9daXRY86NixY5o+fbpWrFihsLAwq8uBl9Ay4ec6d+6swMDABk+rlpSUKD4+3qKq4Emu63i9axwfH9/gIcra2lqdPXuW/w781LRp07RkyRKtXr1a3bt3d2+Pj49XdXW1zp07V2//q693Y/89uN6D/wgJCVHv3r01dOhQzZkzR6mpqfr973/PdW5D8vPzderUKd12220KCgpSUFCQ1q5dq3feeUdBQUGKi4vjWrcBBGI/FxISoqFDhyovL8+9zel0Ki8vT5mZmRZWBk9JSUlRfHx8vWtcVlamTZs2ua9xZmamzp07p/z8fPc+q1atktPpVEZGhs9rxrUZhqFp06bpyy+/1KpVq5SSklLv/aFDhyo4OLje9d63b5+OHj1a73rv3Lmz3i9BK1asUGRkpAYMGOCbD4JmcTqdqqqq4jq3IWPGjNHOnTtVUFDgfg0bNkyTJ092r3Ot2wCrn+rDjX322WdGaGiokZuba+zevdt45plnjOjo6HpPq8K/lZeXG9u3bze2b99uSDLefvttY/v27caRI0cMwzCM119/3YiOjjb+9re/GTt27DAefPBBIyUlxbhw4YL7GOPGjTNuvfVWY9OmTca3335r9OnTx3j88cet+ki4hmeffdaIiooy1qxZYxQVFblf58+fd+/zy1/+0khKSjJWrVplbN261cjMzDQyMzPd79fW1hqDBg0y7r33XqOgoMBYtmyZERsba7z88stWfCRcw8yZM421a9cahYWFxo4dO4yZM2caDofDWL58uWEYXOe27MpRJgyDa90WEIhbiT/84Q9GUlKSERISYqSnpxsbN260uiTchNWrVxuSGryys7MNwzCHXnv11VeNuLg4IzQ01BgzZoyxb9++esf48ccfjccff9wIDw83IiMjjaeeesooLy+34NPgehq7zpKMjz76yL3PhQsXjH//9383OnbsaLRv396YNGmSUVRUVO84hw8fNsaPH2+0a9fO6Ny5s/H8888bNTU1Pv40uJ5//dd/NXr06GGEhIQYsbGxxpgxY9xh2DC4zm3Z1YGYa936OQzDMKy5Nw0AAABYjx5iAAAA2BqBGAAAALZGIAYAAICtEYgBAABgawRiAAAA2BqBGAAAALZGIAYAAICtEYgBAABgawRiAGiGNWvWyOFw6Ny5c5Kk3NxcRUdHu9//9a9/rbS0NEtqa6uu/p4DgKcQiAHY0pNPPimHwyGHw6Hg4GClpKTopZde0sWLFz1y/BdeeEF5eXkeOVZTHD582P15rn59/vnnje4TERGhgQMHaurUqdq/f3+Tz5Wbm9voeRYsWOCtjydJGj58uIqKihQVFeWu48pfQgCguYKsLgAArDJu3Dh99NFHqqmpUX5+vrKzs+VwOPS73/2uxccODw9XeHi4B6psmsTERBUVFdXb9v777+vNN9/U+PHj621fuXKlBg4cqPPnz2vnzp36/e9/r9TUVH311VcaM2ZMk84XGRmpffv21dvmCqo3q7q6WiEhITfcLyQkRPHx8c06x43U1NQoODjYK8cG4P+4QwzAtkJDQxUfH6/ExERNnDhRWVlZWrFihSSpqqpKzz33nLp06aKwsDDddddd2rJlS5OPfXXLxJNPPqmJEyfqv/7rv9S1a1d16tRJU6dOVU1NjXufoqIiTZgwQe3atVNKSor+8pe/KDk5WXPnzr3h+QIDAxUfH1/v9eWXX+pnP/tZg2DeqVMnxcfHq2fPnnrwwQe1cuVKZWRk6Omnn1ZdXV2TPp/D4Whwvnbt2jV613bx4sVyOBwNvjcLFixQSkqKwsLC3MdcsGCBJk2apPbt26tPnz76v//7P/efu7JlYs2aNXrqqadUWlrqvkP961//2n2cxYsX16shOjpaubm5ki7fKV+0aJFGjBihsLAwffLJJ5KkBQsWqH///goLC1O/fv30xz/+sUnfDwCtG4EYACTt2rVL69evd9+pfOmll/TFF19o4cKF2rZtm3r37q2xY8fq7NmzzT7H6tWrdfDgQa1evVoLFy5Ubm6uO6RJ0hNPPKGTJ09qzZo1+uKLL/T+++/r1KlTzTpXfn6+CgoK9PTTT99w34CAAE2fPl1HjhxRfn5+s853sw4cOKAvvvhC//u//6uCggL39t/85jf62c9+ph07dui+++7T5MmTG/2eDx8+XHPnzlVkZKSKiopUVFSkF1544aZqmDlzpqZPn649e/Zo7Nix+uSTTzRr1iy99tpr2rNnj37729/q1Vdf1cKFC1v6cQH4OVomANjWkiVLFB4ertraWlVVVSkgIEDvvvuuKisrNX/+fOXm5rrbDf785z9rxYoV+uCDD/Tiiy8263wdO3bUu+++q8DAQPXr108TJkxQXl6epkyZor1792rlypXasmWLhg0bJsm8W9mnT59mneuDDz5Q//79NXz48Cbt369fP0nm3dP09PQb7l9aWlrvznN4eLiKi4ubXF91dbU+/vhjxcbG1tv+5JNP6vHHH5ck/fa3v9U777yjzZs3a9y4cfX2CwkJUVRUlPtOdXPMmDFDDz30kPvr2bNn66233nJvS0lJ0e7du/WnP/1J2dnZzToHgNaBQAzAtkaNGqX58+ersrJS//3f/62goCA9/PDD2rFjh2pqanTnnXe69w0ODlZ6err27NnT7PMNHDhQgYGB7q+7du2qnTt3SpL27dunoKAg3Xbbbe73e/furY4dO970eS5cuKC//OUvevXVV5v8ZwzDkKR6rQ3XExERoW3btrm/Dgi4uf/h2KNHjwZhWJKGDBniXu/QoYMiIyObfZf8Rly/eEhSZWWlDh48qKefflpTpkxxb6+trW12bzSA1oNADMC2OnTooN69e0uSPvzwQ6WmpuqDDz7Q7bff7pXzXf3QlsPhkNPp9Ph5/vrXv+r8+fN64oknmvxnXEE/JSWlSfsHBAS4v3dXb3eFa5cr+6RdOnTo0OhxPfE9cjgcN11DRUWFJPP/BGRkZNTb78pfYgC0TfQQA4DMIPfKK6/oV7/6lXr16qWQkBB999137vdramq0ZcsWDRgwwCvn79u3r2pra7V9+3b3tgMHDuinn3666WN98MEHeuCBBxq9A9sYp9Opd955RykpKbr11ltv+nxXio2NVXl5uSorK93bruwR9qSQkJBGHwKMjY2tN+LG/v37df78+eseKy4uTgkJCTp06JB69+5d79XUXxIAtF7cIQaASx599FG9+OKLmj9/vp599lm9+OKLiomJUVJSkt544w2dP3++SQ+pNUe/fv2UlZWlZ555RvPnz1dwcLCef/55tWvXrsltDJIZotetW6elS5dec58ff/xRxcXFOn/+vHbt2qW5c+dq8+bN+vrrr1t8NzQjI0Pt27fXK6+8oueee06bNm2q9+CgJyUnJ6uiokJ5eXlKTU1V+/bt1b59e40ePVrvvvuuMjMzVVdXp//8z/9s0pBqv/nNb/Tcc88pKipK48aNU1VVlbZu3aqffvpJOTk5XvkMAPwDd4gB4JKgoCBNmzZNb7zxhl577TU9/PDD+sUvfqHbbrtNBw4c0N///vdm9fQ21ccff6y4uDjdc889mjRpkqZMmaKIiAj3sGRN8eGHH6p79+669957r7lPVlaWunbtqsGDB2vmzJnq37+/duzYoVGjRrX4M8TExOh//ud/tHTpUg0ePFiffvqpezg0Txs+fLh++ctf6rHHHlNsbKzeeOMNSdJbb72lxMRE3X333fr5z3+uF154Qe3bt7/h8f7t3/5NCxYs0EcffaTBgwdrxIgRys3N5Q4xYAMO4+pGKwCAXzh+/LgSExO1cuXKJk+YAQC4eQRiAPATq1atUkVFhQYPHqyioiK99NJLOnHihH744QdmUQMAL6JlAgD8RE1NjV555RUNHDhQkyZNUmxsrNasWaPg4GB98skn7umgr34NHDjQo3UMHDjwmudyzegGAG0Jd4gBoBUoLy9XSUlJo+8FBwerR48eHjvXkSNHGh2mTDJHY4iIiPDYuQDAHxCIAQAAYGu0TAAAAMDWCMQAAACwNQIxAAAAbI1ADAAAAFsjEAMAAMDWCMQAAACwNQIxAAAAbO3/A0ZtHJixkevpAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=test4, x=\"Rolling_7D_Furniture\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of Rolling_7D_Furniture by Churn Status\")\n", "plt.xlabel(\"Rolling_7D_Furniture\")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) # 添加清晰图例\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 70, "id": "689f2911-4549-4d96-87bc-c23a08c5eab0", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"ChurnStatus\" , y= \"Rolling_7D_Groceries\"\n", " , data=test4, cut = 0)\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 71, "id": "fa1315ec-919e-4fbd-b99c-3429cd66d625", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=test4, x=\"Rolling_7D_Groceries\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of Rolling_7D_Groceries by Churn Status\")\n", "plt.xlabel(\"Total Amount (Log Scale)\")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) \n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 72, "id": "cfca87bb-cbc4-4053-a7ec-29deda2c49ac", "metadata": { "tags": [] }, "outputs": [], "source": [ "test4[\"Rolling_7D_Furniture_bined\"] = pd.cut(test4[\"Rolling_7D_Furniture\"], bins=[0, 100, 210, np.inf], labels=[\"Rolling_7D_Furniture_100\", \"Rolling_7D_Furniture_210\", \"Rolling_7D_Furniture_210+\"])" ] }, { "cell_type": "code", "execution_count": 73, "id": "3a422c9f-4fe9-44ae-b401-5f15d86c38ea", "metadata": { "tags": [] }, "outputs": [], "source": [ "test4[\"Rolling_7D_Clothing_bined\"] = pd.cut(test4[\"Rolling_7D_Clothing\"],bins = [0,10,40,150,np.inf], labels = [\"Rolling_7D_Clothing_10\",\"Rolling_7D_Clothing_40\",\"Rolling_7D_Clothing_150\",\"Rolling_7D_Clothing_150+\"])" ] }, { "cell_type": "code", "execution_count": 74, "id": "c5c94348-4ef1-49a3-877c-74f2042d7db5", "metadata": { "tags": [] }, "outputs": [], "source": [ "test4[\"Rolling_7D_Electronics_bined\"] = pd.cut(test4[\"Rolling_7D_Electronics\"], bins = [0,160, 200, 310, 360, 420, 440, np.inf], labels=[\"Rolling_7D_Electronics_160\",\"Rolling_7D_Electronics_200\",\"Rolling_7D_Electronics_310\",\"Rolling_7D_Electronics_360\",\"Rolling_7D_Electronics_420\",\"Rolling_7D_Electronics_440\",\"Rolling_7D_Electronics_440+\"])" ] }, { "cell_type": "code", "execution_count": 75, "id": "d3b05c23-696b-40a9-b8c4-5dfd7e502775", "metadata": { "tags": [] }, "outputs": [], "source": [ "test4[\"Rolling_7D_Books_bined\"] = pd.cut(test4[\"Rolling_7D_Books\"], bins = [0, 80, 220, np.inf], labels=[\"Rolling_7D_Books_80\",\"Rolling_7D_Books_220\",\"Rolling_7D_Books_220+\"])" ] }, { "cell_type": "code", "execution_count": 76, "id": "5b3dae32-fa62-41dd-93c7-a81790c0d555", "metadata": { "tags": [] }, "outputs": [], "source": [ "test4[\"Rolling_7D_Groceries_bined\"] = pd.cut(test4[\"Rolling_7D_Groceries\"], bins = [0,80, 200, 280, 320,380, 410, np.inf], labels=[\"Rolling_7D_Groceries_80\",\"Rolling_7D_Groceries_200\",\"Rolling_7D_Groceries_280\",\"Rolling_7D_Groceries_320\",\"Rolling_7D_Groceries_380\",\"Rolling_7D_Groceries_410\",\"Rolling_7D_Groceries_410+\"])" ] }, { "cell_type": "code", "execution_count": 77, "id": "911e0253-d71e-4d4e-a5c8-dc268f36227f", "metadata": { "tags": [] }, "outputs": [], "source": [ "test3 = test3.groupby(\"CustomerID\")[\"Rolling_7D_Sum\"].max().reset_index()\n", "test_count = test3.merge(data[\"Churn_Status\"], how = \"left\", on = \"CustomerID\")\n" ] }, { "cell_type": "code", "execution_count": 78, "id": "2d239ca7-4e66-492c-b30b-376987ca0267", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " CustomerID Rolling_7D_Sum ChurnStatus\n", "0 1 0.00 0\n", "1 2 397.37 1\n", "2 3 0.00 0\n", "3 4 241.45 0\n", "4 5 0.00 0\n", ".. ... ... ...\n", "995 996 0.00 0\n", "996 997 0.00 0\n", "997 998 0.00 0\n", "998 999 80.28 0\n", "999 1000 0.00 0\n", "\n", "[1000 rows x 3 columns]" ] }, "execution_count": 78, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_count.fillna(0)" ] }, { "cell_type": "code", "execution_count": 79, "id": "729f85c4-5da9-4096-be8f-1a68ffab2e3a", "metadata": { "tags": [] }, "outputs": [], "source": [ "count_label = pd.cut(test_count.fillna(0)['Rolling_7D_Sum'], bins = [-1,200,400,600,np.inf],labels = ['Rolling_7D_0-200','Rolling_7D_200-400','Rolling_7D_400-600','Rolling_7D_600+'])" ] }, { "cell_type": "code", "execution_count": 80, "id": "322b4044-58ab-4b03-a3fb-c89f13e46c8a", "metadata": { "tags": [] }, "outputs": [], "source": [ "rolling_dummies = pd.get_dummies(count_label)\n", "test_count = pd.concat([test_count, rolling_dummies], axis=1).fillna(0)\n", "test_count = test_count.T.drop_duplicates().T" ] }, { "cell_type": "code", "execution_count": 81, "id": "ac8dd07d-b796-4f79-9740-caf6c166a222", "metadata": { "tags": [] }, "outputs": [], "source": [ "test_count = test_count.merge(test4, how=\"left\", on = [\"CustomerID\",\"ChurnStatus\"]).T.drop_duplicates().T" ] }, { "cell_type": "code", "execution_count": 82, "id": "6c97f04e-e1e7-43b2-9b52-17a24a319ec6", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDRolling_7D_SumChurnStatusRolling_7D_0-200Rolling_7D_200-400Rolling_7D_400-600Rolling_7D_600+Rolling_7D_BooksRolling_7D_ClothingRolling_7D_ElectronicsRolling_7D_FurnitureRolling_7D_GroceriesRolling_7D_Furniture_binedRolling_7D_Clothing_binedRolling_7D_Electronics_binedRolling_7D_Books_binedRolling_7D_Groceries_bined
010.00TrueFalseFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
12397.371FalseTrueFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
230.00TrueFalseFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
34241.450FalseTrueFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
450.00TrueFalseFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
......................................................
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9979980.00TrueFalseFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
99899980.280TrueFalseFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
99910000.00TrueFalseFalseFalse0.00.00.00.00.0NaNNaNNaNNaNNaN
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1000 rows × 17 columns

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" ], "text/plain": [ " CustomerID Rolling_7D_Sum ChurnStatus Rolling_7D_0-200 Rolling_7D_200-400 \\\n", "0 1 0.0 0 True False \n", "1 2 397.37 1 False True \n", "2 3 0.0 0 True False \n", "3 4 241.45 0 False True \n", "4 5 0.0 0 True False \n", ".. ... ... ... ... ... \n", "995 996 0.0 0 True False \n", "996 997 0.0 0 True False \n", "997 998 0.0 0 True False \n", "998 999 80.28 0 True False \n", "999 1000 0.0 0 True False \n", "\n", " Rolling_7D_400-600 Rolling_7D_600+ Rolling_7D_Books Rolling_7D_Clothing \\\n", "0 False False 0.0 0.0 \n", "1 False False 0.0 0.0 \n", "2 False False 0.0 0.0 \n", "3 False False 0.0 0.0 \n", "4 False False 0.0 0.0 \n", ".. ... ... ... ... \n", "995 False False 0.0 0.0 \n", "996 False False 0.0 0.0 \n", "997 False False 0.0 0.0 \n", "998 False False 0.0 0.0 \n", "999 False False 0.0 0.0 \n", "\n", " Rolling_7D_Electronics Rolling_7D_Furniture Rolling_7D_Groceries \\\n", "0 0.0 0.0 0.0 \n", "1 0.0 0.0 0.0 \n", "2 0.0 0.0 0.0 \n", "3 0.0 0.0 0.0 \n", "4 0.0 0.0 0.0 \n", ".. ... ... ... \n", "995 0.0 0.0 0.0 \n", "996 0.0 0.0 0.0 \n", "997 0.0 0.0 0.0 \n", "998 0.0 0.0 0.0 \n", "999 0.0 0.0 0.0 \n", "\n", " Rolling_7D_Furniture_bined Rolling_7D_Clothing_bined \\\n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", ".. ... ... \n", "995 NaN NaN \n", "996 NaN NaN \n", "997 NaN NaN \n", "998 NaN NaN \n", "999 NaN NaN \n", "\n", " Rolling_7D_Electronics_bined Rolling_7D_Books_bined \\\n", "0 NaN NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", ".. ... ... \n", "995 NaN NaN \n", "996 NaN NaN \n", "997 NaN NaN \n", "998 NaN NaN \n", "999 NaN NaN \n", "\n", " Rolling_7D_Groceries_bined \n", "0 NaN \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", ".. ... \n", "995 NaN \n", "996 NaN \n", "997 NaN \n", "998 NaN \n", "999 NaN \n", "\n", "[1000 rows x 17 columns]" ] }, "execution_count": 82, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_count" ] }, { "cell_type": "code", "execution_count": 83, "id": "f2a159aa-f35c-4514-a5d2-93c6f10d4fa5", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 83, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "plt.figure(figsize=(10, 6))\n", "sns.violinplot(x=\"ChurnStatus\" , y= \"Rolling_7D_Sum\"\n", " , data=test_count)" ] }, { "cell_type": "code", "execution_count": 84, "id": "7152968e-1ff3-4390-a010-663294629622", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=test_count, x=\"Rolling_7D_Sum\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, True), alpha=0.5)\n", "\n", "plt.title(\"Distribution of Rolling_7D_Groceries by Churn Status\")\n", "plt.xlabel(\"Total Amount (Log Scale)\")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) # 添加清晰图例\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 85, "id": "4de48ba9-c4d3-4cb0-a7ff-da7580de74b7", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "repeted columns: 0\n" ] } ], "source": [ "\n", "duplicate_ids = data[\"Churn_Status\"][\"CustomerID\"].duplicated().sum()\n", "print(f\"repeted columns: {duplicate_ids}\")\n" ] }, { "cell_type": "code", "execution_count": 86, "id": "23966baf-52c7-4709-9ddd-92c875950b12", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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ProductCategoryCustomerIDFirst_TransactionLast_Transactiontotal_Transactionmean_Transactioncount_Transaction
0Books3241.06241.06241.06241.0600001
1Books6365.57365.57365.57365.5700001
2Books786.7386.7386.7386.7300001
3Books8240.92263.24504.16252.0800002
4Books11163.78426.06924.46308.1533333
........................
3092Groceries991201.31257.17458.48229.2400002
3093Groceries99471.78336.21600.40200.1333333
3094Groceries995494.90494.90494.90494.9000001
3095Groceries999260.06387.96648.02324.0100002
3096Groceries1000232.06375.34607.40303.7000002
\n", "

3097 rows × 7 columns

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" ], "text/plain": [ " ProductCategory CustomerID First_Transaction Last_Transaction \\\n", "0 Books 3 241.06 241.06 \n", "1 Books 6 365.57 365.57 \n", "2 Books 7 86.73 86.73 \n", "3 Books 8 240.92 263.24 \n", "4 Books 11 163.78 426.06 \n", "... ... ... ... ... \n", "3092 Groceries 991 201.31 257.17 \n", "3093 Groceries 994 71.78 336.21 \n", "3094 Groceries 995 494.90 494.90 \n", "3095 Groceries 999 260.06 387.96 \n", "3096 Groceries 1000 232.06 375.34 \n", "\n", " total_Transaction mean_Transaction count_Transaction \n", "0 241.06 241.060000 1 \n", "1 365.57 365.570000 1 \n", "2 86.73 86.730000 1 \n", "3 504.16 252.080000 2 \n", "4 924.46 308.153333 3 \n", "... ... ... ... \n", "3092 458.48 229.240000 2 \n", "3093 600.40 200.133333 3 \n", "3094 494.90 494.900000 1 \n", "3095 648.02 324.010000 2 \n", "3096 607.40 303.700000 2 \n", "\n", "[3097 rows x 7 columns]" ] }, "execution_count": 86, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_grouped = df_diff.groupby([\"ProductCategory\",\"CustomerID\"])[[\"First_Transaction\", \"Last_Transaction\", \n", " \"total_Transaction\", \"mean_Transaction\", \n", " \"count_Transaction\"]].sum().reset_index()\n", "\n", "df_grouped\n" ] }, { "cell_type": "code", "execution_count": 87, "id": "c24a4220-905f-4f11-926a-6d7b4f6ffe0b", "metadata": { "tags": [] }, "outputs": [], "source": [ "df_pivot = df_diff.pivot_table(index=\"CustomerID\", columns=\"ProductCategory\", values=[\"First_Transaction\",'Last_Transaction','total_Transaction','mean_Transaction','count_Transaction','Days_Difference'], fill_value=0)\n", "df_pivot.columns = ['_'.join(col).strip() for col in df_pivot.columns.values]\n", "df_pivot.reset_index(inplace=True)" ] }, { "cell_type": "code", "execution_count": 88, "id": "749ce39d-fc8e-4d53-9635-67a21c8d9f6d", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Index(['CustomerID', 'Days_Difference_Books', 'Days_Difference_Clothing',\n", " 'Days_Difference_Electronics', 'Days_Difference_Furniture',\n", " 'Days_Difference_Groceries', 'First_Transaction_Books',\n", " 'First_Transaction_Clothing', 'First_Transaction_Electronics',\n", " 'First_Transaction_Furniture', 'First_Transaction_Groceries',\n", " 'Last_Transaction_Books', 'Last_Transaction_Clothing',\n", " 'Last_Transaction_Electronics', 'Last_Transaction_Furniture',\n", " 'Last_Transaction_Groceries', 'count_Transaction_Books',\n", " 'count_Transaction_Clothing', 'count_Transaction_Electronics',\n", " 'count_Transaction_Furniture', 'count_Transaction_Groceries',\n", " 'mean_Transaction_Books', 'mean_Transaction_Clothing',\n", " 'mean_Transaction_Electronics', 'mean_Transaction_Furniture',\n", " 'mean_Transaction_Groceries', 'total_Transaction_Books',\n", " 'total_Transaction_Clothing', 'total_Transaction_Electronics',\n", " 'total_Transaction_Furniture', 'total_Transaction_Groceries'],\n", " dtype='object')" ] }, "execution_count": 88, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_pivot.columns" ] }, { "cell_type": "code", "execution_count": 89, "id": "04c3b086-d923-4177-b543-62577cb5014c", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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2318021.8987962.2382000.86011433.0513010 days0.192992TrueFalseTrueFalseTrueFalseFalseFalseFalseFalseFalse
3421021.898796-17.033005-14.64043233.051301138 days0.192992TrueFalseFalseTrueTrueFalseTrueFalseFalseFalseFalse
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" ], "text/plain": [ " CustomerID Age ChurnStatus Zscore_Genderdiff Zscore_Age_rangediff \\\n", "0 1 62 0 21.898796 3.071478 \n", "1 2 65 1 21.898796 3.071478 \n", "2 3 18 0 21.898796 2.238200 \n", "3 4 21 0 21.898796 -17.033005 \n", "4 5 21 0 21.898796 -17.033005 \n", "\n", " Zscore_MaritalStatusdiff Zscore_IncomeLeveldiff Duration_Interation \\\n", "0 0.860114 33.051301 0 days \n", "1 38.161316 33.051301 0 days \n", "2 0.860114 33.051301 0 days \n", "3 -14.640432 33.051301 138 days \n", "4 -30.394573 -9.421698 0 days \n", "\n", " Markov_Churn_prob Gender_M MaritalStatus_Married MaritalStatus_Single \\\n", "0 0.192992 True False True \n", "1 0.192992 True True False \n", "2 0.192992 True False True \n", "3 0.192992 True False False \n", "4 0.000000 True False False \n", "\n", " MaritalStatus_Widowed IncomeLevel_Low IncomeLevel_Medium \\\n", "0 False True False \n", "1 False True False \n", "2 False True False \n", "3 True True False \n", "4 False False True \n", "\n", " Age_range_20-30 Age_range_30-40 Age_range_40-50 Age_range_50-60 \\\n", "0 False False False False \n", "1 False False False False \n", "2 False False False False \n", "3 True False False False \n", "4 True False False False \n", "\n", " Age_range_60+ \n", "0 True \n", "1 True \n", "2 False \n", "3 False \n", "4 False " ] }, "execution_count": 89, "metadata": {}, "output_type": "execute_result" } ], "source": [ "category = [\"Gender\", \"MaritalStatus\", \"IncomeLevel\", \"Age_range\"]\n", "enhanced_Interaction_Customer_encoded = pd.get_dummies(enhanced_Interaction_Customer, columns=category, drop_first=True)\n", "\n", "enhanced_Interaction_Customer_encoded.head()" ] }, { "cell_type": "code", "execution_count": 90, "id": "f7e587fd-fc3b-4355-880c-3b273db7d3a4", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDRolling_7D_SumChurnStatusRolling_7D_0-200Rolling_7D_200-400Rolling_7D_400-600Rolling_7D_600+Rolling_7D_BooksRolling_7D_ClothingRolling_7D_Electronics...Rolling_7D_Electronics_bined_Rolling_7D_Electronics_440+Rolling_7D_Books_bined_Rolling_7D_Books_220+Rolling_7D_Books_bined_Rolling_7D_Books_80Rolling_7D_Groceries_bined_Rolling_7D_Groceries_280Rolling_7D_Groceries_bined_Rolling_7D_Groceries_320Rolling_7D_Groceries_bined_Rolling_7D_Groceries_380Rolling_7D_Groceries_bined_Rolling_7D_Groceries_410+Rolling_7D_Groceries_bined_Rolling_7D_Groceries_80Rolling_7D_Clothing_bined_Rolling_7D_Clothing_150+Rolling_7D_Clothing_bined_Rolling_7D_Clothing_40
010.00TrueFalseFalseFalse0.00.00.0...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
12397.371FalseTrueFalseFalse0.00.00.0...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
230.00TrueFalseFalseFalse0.00.00.0...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
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450.00TrueFalseFalseFalse0.00.00.0...FalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
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5 rows × 27 columns

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" ], "text/plain": [ " CustomerID Rolling_7D_Sum ChurnStatus Rolling_7D_0-200 Rolling_7D_200-400 \\\n", "0 1 0.0 0 True False \n", "1 2 397.37 1 False True \n", "2 3 0.0 0 True False \n", "3 4 241.45 0 False True \n", "4 5 0.0 0 True False \n", "\n", " Rolling_7D_400-600 Rolling_7D_600+ Rolling_7D_Books Rolling_7D_Clothing \\\n", "0 False False 0.0 0.0 \n", "1 False False 0.0 0.0 \n", "2 False False 0.0 0.0 \n", "3 False False 0.0 0.0 \n", "4 False False 0.0 0.0 \n", "\n", " Rolling_7D_Electronics ... \\\n", "0 0.0 ... \n", "1 0.0 ... \n", "2 0.0 ... \n", "3 0.0 ... \n", "4 0.0 ... \n", "\n", " Rolling_7D_Electronics_bined_Rolling_7D_Electronics_440+ \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Books_bined_Rolling_7D_Books_220+ \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Books_bined_Rolling_7D_Books_80 \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Groceries_bined_Rolling_7D_Groceries_280 \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Groceries_bined_Rolling_7D_Groceries_320 \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Groceries_bined_Rolling_7D_Groceries_380 \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Groceries_bined_Rolling_7D_Groceries_410+ \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Groceries_bined_Rolling_7D_Groceries_80 \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Clothing_bined_Rolling_7D_Clothing_150+ \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", " Rolling_7D_Clothing_bined_Rolling_7D_Clothing_40 \n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", "\n", "[5 rows x 27 columns]" ] }, "execution_count": 90, "metadata": {}, "output_type": "execute_result" } ], "source": [ "category2 = [\"Rolling_7D_Furniture_bined\", \"Rolling_7D_Electronics_bined\", \"Rolling_7D_Books_bined\", \"Rolling_7D_Groceries_bined\", \"Rolling_7D_Clothing_bined\"]\n", "test_count_endcoded = pd.get_dummies(test_count, columns=category2, drop_first=True)\n", "test_count_endcoded.head()" ] }, { "cell_type": "code", "execution_count": 91, "id": "17b5384e-5336-4e2c-81de-924bb2842c1a", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "Index(['CustomerID', 'Rolling_7D_Sum', 'ChurnStatus', 'Rolling_7D_0-200',\n", " 'Rolling_7D_200-400', 'Rolling_7D_400-600', 'Rolling_7D_600+',\n", " 'Rolling_7D_Books', 'Rolling_7D_Clothing', 'Rolling_7D_Electronics',\n", " 'Rolling_7D_Furniture', 'Rolling_7D_Groceries',\n", " 'Rolling_7D_Furniture_bined_Rolling_7D_Furniture_210',\n", " 'Rolling_7D_Furniture_bined_Rolling_7D_Furniture_210+',\n", " 'Rolling_7D_Electronics_bined_Rolling_7D_Electronics_310',\n", " 'Rolling_7D_Electronics_bined_Rolling_7D_Electronics_360',\n", " 'Rolling_7D_Electronics_bined_Rolling_7D_Electronics_440',\n", " 'Rolling_7D_Electronics_bined_Rolling_7D_Electronics_440+',\n", " 'Rolling_7D_Books_bined_Rolling_7D_Books_220+',\n", " 'Rolling_7D_Books_bined_Rolling_7D_Books_80',\n", " 'Rolling_7D_Groceries_bined_Rolling_7D_Groceries_280',\n", " 'Rolling_7D_Groceries_bined_Rolling_7D_Groceries_320',\n", " 'Rolling_7D_Groceries_bined_Rolling_7D_Groceries_380',\n", " 'Rolling_7D_Groceries_bined_Rolling_7D_Groceries_410+',\n", " 'Rolling_7D_Groceries_bined_Rolling_7D_Groceries_80',\n", " 'Rolling_7D_Clothing_bined_Rolling_7D_Clothing_150+',\n", " 'Rolling_7D_Clothing_bined_Rolling_7D_Clothing_40'],\n", " dtype='object')" ] }, "execution_count": 91, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test_count_endcoded.columns" ] }, { "cell_type": "code", "execution_count": 92, "id": "8250da54-2daa-4224-afe5-f57f79ce9901", "metadata": { "tags": [] }, "outputs": [], "source": [ "enhanced_Interaction_Customer_Transactions = enhanced_Interaction_Customer_encoded.merge(test_count_endcoded.drop(columns=[\"ChurnStatus\"]), how = \"left\", on = [\"CustomerID\"])" ] }, { "cell_type": "code", "execution_count": 93, "id": "93a480eb-49fd-4049-b023-548e668f42af", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 93, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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QtVpNNGjY5LthXLooEHb2Dr8e2Syo8rM/AJg7axru3LqJQUNHYvmaYIwYPR6WGSYJ5tezv4x47yimrLEEz58+RmEjYwwdOR6LlgejdbtO2LJxDY4e2pfncU6jrHJ42uTxEKWkYPqsQCxcshz29o6YNnkChOHhACTjcyYHjE0dn7MUc+Ytgq6uHiYFjJGOz8lv+/dsw9FDe9Fn4AjMXLAK2jnqczyNjWuWoY1fN8xdshZ29k6YLtfn6IKBw8Zg0crNmDAtEBCLMS1ghLTPMaPli+fANg/z1ZxiezhrTCeylPncPDk5CVWq1YRvQ9V5dqGsPoLQhw8wKWAs3D29MH9REBYsXopGTZpBTU2Q63EkIiL6f8dJ4kT0Q6pUqYIPHz7IfVatWgWBQIABAwbke5iSkpJy7Vzr16+Hv78/1q9fn2vn/BW5Gbf8YmJiAkPD9MnEz549g5ubG0qXLg0zMzMIBAKF2/KLWCzG4QN70LpdZ1SsXA129o74c8RYhId/xbXL/2R53KGQ3fD2bYS63g1gbWOHvoOGQ1tHB3+fOAoAsLVzgP/4qahQqQrMzC1RppwnOnbphX+vXkZKSnrnX69+f6JB4xYwNTPP87j+LL3qvoi7fhbx/11Ayuf3iN4fDHFiAnTLK169SserBtR09RG5eTGSXj2BKOIrkl48QvLHN9J9xN+iIYqJlH603dyRHPYJSS9C8ytaPyQkZB98fX3h7eMDGxtbDBo0GDra2jhx4rjC/Q8e2A8vr/Jo1boNbGxs0LlLVzg6OuHwofS3EteqXRseHp4wNzeHra0devfpg9jYWLx4kd4p0qlTZ7Ro0RK2dnZ5HcVfJhaLcWj/XrRt3wmVKleFnb0jhowYg/Cwr7iazb10IGQ3fHwboq6P5F7qP2gYtLW1cfrEMek+TZu3Rqu2fijhWjLL8xRkX46fx+NJi/DpwCllByXXSdLFPrTJkC6GjhiN8LCvuJJtutgDH9+GqOfjCxsbO/QfNBTa2to4deIvAMC3bzE4deIYevTuh7LuHnByLoE/h/kj9OF9PAp9AACo59MAvfsNQuky5WBmboFadbxRt159XL54IV/iDuTdfZEe//4o6+4JJ+cSGJwp/u/evEZ0dBQ6dO4OSysb2Njao51fF0QIhfiSutKAjo4u+g0aBh/fxjJvEs9PISEhaODrCx8fH9ja2GDwoEHQ1tbGiRMnFO5/4MABlPfyQuvWrWFjY4MuXbrA0dERhw4dktnv69evWLFiBfxHjZJ5A3pG169fx42bN9GrV/aD0/KbsusmAPDXkQP49i0GzVq2y9O4/qz/9zJHmXnnrRv/4s2bVxg+aiwcHJ3gVaES/Dp3x9HDB6VtkdDQByhe3BRNmrWEqZk5SpYqg/oNGuPJo/R6nKFhIRibmEg/t27+B21tHVStnnurnyozj9XW1paJn5q6Gu7evildTSGjwkbGsvuqKa/r7UDI3gxpxBYDMqWRzA4d2AdPrwpo2bodrG1s0alLdzg4OuHIoQPSfWrX9UZ7v85KH3ioSEGphygzjaSVOW3adUal1DJnSGqZk919dDBTmdMvtczJmJ82Sc1PXbLIT1NSUrBu1VJ07dEXvg2bwtLSGtY2dqhaXTVfoFatjAb+vpmMB69E+Bguxq4ziSikJ0Apu+xnRItEQExc+ic205iKJpU1cfFeMs7eTsYnoRhfI8W48zwFKao7H1qqWhkNnL6RjAcvJddk589ek/j078Ri2e9i4oBS9uq4/SwFicoZR5UjW4+dRfPaldG0ZiU4WJphbPc20NHWwsFzVxXuP31AZ7TxrgYXW0vYWZhiQu92EIvEuHZfdkXsz+ERmLdpH6YN6AQN9YL16MawThPEXDyFb1fOIPnjWwi3r4IoMQH6VRS/CEIUGwNRVIT0o+NaFuLEBMTduCTdJ/bff5Dw6A5Swj4h+cMbROwNhpquPjQtFa/Armp2HTiKxj610bBuLdhZW2FE/57Q0dbGkdPnFO7v5uyIAd06om71KtDS0FC4T9WKXqhc3gPWFuawtjRH707toKujg/uPVHN19X0hIfD19YWPj3eG9p8OjmfR/tt/4CDKe3mhTetWsLGxQdcuneHk6IiDh2RX0NDU1ISJiYn0k7EvOo2enq7MPjo6OnkSxx8lKYt3y7T/Bo8YB2F42Hfaf7tQz7cx6ng3TG3/jUgti49K9/Fp0BSlSpdDcVNzODiVQIcuvfD1y2d8+fwRAGBgaAjfRs3h5OyK4sXNUNbdC76NmuHh/TtZ/Wye2x+yF/V9G2Sorw6BtrY2TmbZBxuSWl9tm1pf7ZbaB5teX61T1xsd/DrDPYv6qq2dPcZNmISKlSrD3NwC5dw90Llrd1y7ekXhoMX8xn5peWnpxNunPmxsbDHwu+lkP7y8KqBV67awtrFBZ2k6kVwTfX19TJ85B9Vr1ISVlTVcXd3Qb8AgPH36BJ8/fwYAeJWvgKHDR8LTszzMzM1R6Y/KaNGyNS5dyvo+zU/KuCZp9PT0ZNozOjq6eR5fRZTZR/DP+TOws3dAO78uMLewROky5dClRx8cO3wAcbGxAFSnH9a3QQP4+PjAxtYWgwYP/m4/rFf58jnuhx3l76+wH7ZT585o0aIF7JifACg4+Ul+lsVpMve36enp52rcftbvnk5yuz9RLBbj4P59aNu+I/6oXBX29g4YNmI0wsPCcOXyRQCSPqM1q5ajW88+aNCoCSytrGBjY4tqNWrJ/Z6+voFMutHS0sqza5FGGdckja6ebpblro6OLgYMGor6vo1grKSyJs3ekANo4OuD+t71YGtjgyGDBkBbRxvHTyh+Fr7/4CFU8PJE21YtYWNjjW6dO8HJ0QEHDx+R7rNh0xZULO+F3j26w8nRERbm5qj8RyUYp75wU11dHSYmxjKfi5cvo0a1qtDVVU79JCNlPA/N3FYuVKgQLl+5Au969fJ1TFaa7/W7Z5b53unYpTscHJ2lL2LNaf+/X6duaNaiNWzt7LMN37EjB/Ht2zc0b9k21+Kckao/+7vx7zXcv3sbE6fOhLuHF0xNzeDqVgpupUpLw5Ifz/4y470jT5ljCer6NETPvoNRqow7zMwtULOOD+rUa4Arl/JvDI4yyuGoyEi8f/8Ordp0gL29AywsrdCley8kJMTj1StJX8rbN68RHR0Nv85dYWVlDRtbO7T364wIoRCfU8fn5CexWIwjB3ajVbvOqFi5emqf4/gf7nPsk9rn+PeJ9DLZu0FTlCztntrn6IL2XXrL9DmmOX5kP759i0HTlu3zLJ45xfawYkwnspT53BwAOnTqjqYt2sDWVjUmzAPK6yNYu3oFmjRtgTZt28PW1g5WVtaoXqMmNDXzvr1HRET0/6ZgjTQiIqXT0tKCmZmZzEcoFGLkyJEYN24c2rRpA6FQiI4dO6JYsWLQ1dWFs7MzNmxIfxvl27dv0aFDB5iYmEBfXx/ly5fH1avpgyhXrFgBR0dHaGlpwcXFBZs3b5YJg0AgwIoVK9C0aVPo6+tjxowZACSNdU9PT+jo6MDBwQFTpkz5oTfznTt3TrIK59SpiIqKwqVLl+T2mT59OooXLw5DQ0P06tULY8aMgbu7u8w+a9euhZubG3R0dODq6orly5fn6PdfvnwJgUCAnTt3ombNmtDR0cHWrVsRFhaGDh06wNLSEnp6eihTpgy2b98uc2ytWrXw559/wt/fHyYmJjAzM8PkyZNl9gkNDUW1atWgo6ODkiVL4tSpUxAIBNi/f790nzdv3qBt27YwMjKCiYkJmjVrJvNGvJSUFAwfPhxGRkYoUqQI/P39Ic603FWtWrUwdOhQ6b/nz5+P8+fPQyAQoFatWgq35adPHz8gQhiOcu7pbw/W1zeAs0tJaYd5ZklJSXj29BHKZjhGTU0NZd29sjwGAL7FxkBPTw/q6ooHdqokdXVoWNgh8en99G1iMRKfPYCmjZPCQ7RLeiLp9VMYNuuCouOCYDJkJvRqNQGy6ixXV4eOexXE/3s+DyLw65KSkvD06RO4u3tIt6mpqcHd3QOhoQ8VHhMa+hDuHh4y2zy9vLLcPykpCceOHYO+vj7sVeTNiD/q08cPEArDZe4LfX0DlHBxw6OH2d1Lj+XupXLfuZeo4EhLF+Xc0zv2cpouMh4jSRee0nTx7MkTJCcny+TdVtY2KFasOEKzOC8AxMZ+g4GCweJ5Ja/ui2dPHiM5OVlmn7T4P3ooya8traxhWKgQTh0/iqSkJCQkJODUiaOwsrZFcVOzvIjuD0tKSsKTp09l6k6S/NUdD0MVvzTkYWioXP7q5eUls79IJEJgYCBat2oFW1vFE0aEQiEWL1mCkSNGQEdb+9cjk4uUXTd58/oldm3fiD+Hj1OJB92K/L+XOcrMO0NDH8DWzl5mwLKnV3nExn7Dm9cvAQCuriXx9esX/Hv9KsRiMSKE4bj0z3l4VaiUZZxOHT+G6jVr5+pgcWXmsZmdOX0CWtraqFJNfiDMsEG90b1ja0waNwoP79/7qbjmBkmd9jHcFaSR0CzugdDQB3KTvz29KmS5v6opKPWQYYP6oFvHNpiohDSSfo0ylzlueBSqOL2nX6PMZY5nlsco8uzpY4SFfYVATQ3DB/dGj06tMHXiaJk3iasKE0MBCukJ8ORd+kSx+CTgzWcRbIpn351etLAA4zvqwL+9NtrX1oSRfnrZqq8D2JiqISZOjAFNtTChkw76NtaCnanqd9GbGApQSF+AJ28zXJNEyTWxNfv+NZnQWQej/bTRoa4mjAyyrm9YFhXAsqgarocqf5JeVpKSkxH64i0qlSoh3aampoaKpZxx5+mrbI5MF5+QiOQUEQob6Em3iUQiTFy5FZ0b1Yajleq+WFAhdQ1o2Tgi4VGGiaZiMRJC70DbvkTWx2WgX6UuYv+7CHFWq1Woa8CgmjdEsd+Q9Pblr4c5jyUlJePxsxcoXzZ9YK2amhq8ypXOtQndKSkinL5wCfHxCSjtqhqrGmWU1v7zyNT+8/hO+8/Dw11mm5eXp9z+d+7eRbsOfujZuw+Cli5DVFSU3Ll27d6NNu3aY+Cgwdi9Z69KTP4F0tt/meu0OSmLFbX/HmdxTHx8HM6cPIbipuYoUrS4wn3Cw77i6qULKFXa/ecj9AvS6quZ62HuGephmYWGPpAbTObhVT7LPtic+vbtW2pbOfsXn+Q19kvL+7lr8kDBNck+ncR++waBQAADg6wnKMZ++wZDg/zrZ8yKsq/J7t070aFdK/w5qD/27tmltPxVmX0ESUlJ0Mw0KVFbSxuJiYl4+vRxrsXxVyQlJeHpkycK+2FDH2aRTh4+lCm3AUk/bMb90/phW7VunWU/rKpS9r2TeR/VyU+UVxafPfM3/Nq3wsD+vbFxwzrEx8d//6A89runk7zoT8xJf92zp08QFvYVagIBhgzqi64d22JywFiFfUYrVyxBx/YtMWLoQJw8cUxurEpuU9Y1SbN39w50bNcCQwb1xb49O1WmXZNR1m2/clm2/R6EhsLDvZzMtvKe6W0/kUiEa9f/haWlBcYGTEIbv84YPGwkLl6+kmU4Hj95imfPX8DXx/vXI/WLlPk8NKMrV64gOjoa3j4+PxeRX5CTfvfMHoU+QDkP2VXgPbzKS/f/mf7/rLx+/RI7t23G0BGjIcijFSpV/dnftauX4ejsgn17dqJ757bo36sLNqxdiYSErFeSzYtnfxnx3lFM2WMJMov9FpNvY3CUVQ4bFioESytrnDl9AvHxcUhJScHxY4dR2MgITk6S/u608Tknjx+Tjs85eeIvWFvbwFQJ43M+S/scy8vEy9nFDY9DFT+LTEpKwvOnj2WOUVNTQxl3ryz7KSV9jkfl+hzfvH6J3duDMXj4eAgEyn3mxfZw1phOZCnzubkqUlYfQUSEEI8ehaKwkRFGjRiCzn5tMMZ/OO4rcawNERFRQVaAZq0RkSqKiIhAs2bNUKtWLUybNg0AEBAQgAcPHuDYsWMoWrQonj59iri4OABATEwMatasCUtLSxw8eBBmZma4ceMGRCLJkkkhISEYMmQIFi1ahHr16uHw4cPo3r07rKysULt2+upSkydPxuzZs7Fo0SJoaGjgwoUL6NKlC5YsWYLq1avj2bNn6NOnDwBg0qRJOYrLunXr0KFDB2hqaqJDhw5Yt24dqlSpIv1+69atmDFjBpYvX46qVatix44dmD9/Puzt7WX2mThxIpYuXQoPDw/cvHkTvXv3hr6+Prp27ZqjcIwZMwbz58+Hh4cHdHR0EB8fDy8vL4wePRqFChXCkSNH0LlzZzg6OqJixYrS4zZu3Ijhw4fj6tWruHz5Mrp164aqVavC29sbKSkpaN68OWxsbHD16lVER0djxIgRMr+blJSE+vXro3Llyrhw4QI0NDQwffp0+Pr64s6dO9DS0sL8+fMRHByM9evXw83NDfPnz0dISAjq1KmjMC779u3DmDFjcO/ePezbt0/6JmdF2/JLhDAcAFA409uUjYyMIUz9LrPoqEiIRCIYGckf8+7Na4XHREVGYPf2zfD2bZILoc4/anqGEKirQxQjO7hSFB0JjWKKBymrGxeDuoMb4m9dRkTwfKgXMYVh866AujpiT++X21+7pBcEOnqI/y//3iz6I6KioiT/38ZGMtuNjIzw5s0bhccIhUIYGcnvLxQKZbZdu3oVc+bMQkJCAkxMTDB9xkwULlw4N4Ofb9LuJSNjY5nthXNyLyk45m0W9xIVLGlpPvP/sSSPFSo6BFFZpAsjI2O8Tb3nhMJwaGhowsDAQHYfY2NpWszs4YP7+Of8WQRMmflTcfkZeXVfCIXCLOOfdl119fQwffZCzJoWgN07tgAAzC0sMWnaHKUPck6Tlr8aZ4qrsZGR9P86M6FQKF0VIOP+GdPT7t27oaaujmbNmik8h1gsxoIFC9CoYUOUKFECnz7l/5ubs6PMuklSUiIWzJ2Grj36oVhxU3z6+P5XopJn/t/LHGXmnRFCIQobyZ8DAITh4YAj4FaqNIaPGod5s6chKTERKSkpqFCpMvoO+FNh2B4/CsWrVy8waOjInEQ/x5SZx2Z26vgx1KhVF9oZXjphYmKC/oOGwdHZBclJiTh5/CgmjBmGuQuXwdEpZxPkclN2aeRdFnluhFAo/f9P398oy+uralS9HmJsUgT9Bw2Fk7MLkpKScPL4UYwfMxzzFi7NtzSSXubIxzeruKTdR4ryiqzKHEU+ffwAANi5dSO69+6P4sXNcCBkFwLGDsWy1ZthaFjoR6KSpwz1JAMDY2JlBxrHxIlhqKfoCIk3n0XYdTYRXyLFKKQnQD1PDfRrqoUFexKQmAQUKSQ5bz0vTRy9koT3YUnwLKGB3o21sGB3AsKi8nZg86+QXpM42TBGx4lhmM2YwNefRNh5JhFfIlKvSXkN9G+mhQW7EpCQJL9/BTcNfAoX4dUn1V1aPSL6G1JEIpgUlh0IZ1LYEC8/fM7iKFlBOw6jqHEhVMww0Xzj4b+hrqaG9vVr5Gp484OagaQvKSUqQmZ7SnQkNEwtv3u8lq0TtCxtIdwi/6JNndJeKNJjGARa2kiJEuJL0BSIvkXnVtDzTGR0NFJEIhgbyfb5mBQujNdvf63O/ezlawwYMwmJiUnQ1dHB9DHDYGdt9UvnzAt51b9W3ssLVatUgZmpGT58+IDgjRsxYeIkLJwfKG37NmvaFE5OjjA0NMTDBw+xYWMwwsPD0bdP71yN489Ir9PKtuUKf7csTpGrpxVWUBb/dTgEmzesQnx8HCysbDBpxnxoamrK7LNgzhRcv3oRiQkJKF+xCvoPGfWr0fopafWwzH0EGethmUUoTCNZX7uciIyMxM7tW1G/QcOfPkduYb+0vPRrkvN0IsyiXZNVOklMTMSGDWtRo2atLFexff/+HQ4dOoAevfr8RCxylzKvSZOmzeDo5Jyavz7Axo3rER4ejt59+v1irH6cMvsIPLzK4/CBvTh/9jSqVq+FCGE4dm7bJDk+POzXI5cLsuqHNTI2xpu3bxUeIxQK5dNVpr6R3bt3Q11NLct+WFXG/ESeMsvimrXqoHjx4jAxKYqXL58jeP1avHv3BuMmTP6h8+S23z2d5EV/Ytb9den7fEztM9q+dRN69u6H4qZm2L9vN8aNGYGVa4KlfUZ+nbqhbDl3aOto49aN/7By2RLEx8WjSbMWvxjzrCnrmgBA46Yt4OjkBAPDQgh9cB+bNq6DMDwcPfv0/+V45SZpmaPgWd6bN+8UHiMURsjtb2RkhPDUaxMREYm4uDjs3L0X3Tp3Qq9uXXH9vxuYOmMW5s2agbJlSsud868TJ2FjbY1SJd1yJV6/QlnPQzM7fuIEPD09Uaxo0R+LQC7ISb97ZhHCcAX3jnEO7p2s+/8VSUpKxPw5M9CtZx8UK24qzYNym6o/+/v48QMe3r8LLU1NjJ0wFVFRkVi1bDGioqIwZLi/XNjy6tlfRrx3FFOlcY6hD+7h4oUzGD959o9E4acpqxwWCASYNnMuZk6dhHatmkIgEMDIyBiTp82STpDX09PDzNnzMWPaJOzasRWAZHzOlGmzlTI+RyiUtEXl27sm3+1zlM8vTBT2OW7ZsFLa5zhxxgJpn2NSUiIWzZ2CLj0GqMSYE7aHs8Z0IkuZz81VkbL6CDK2B3v07AN7Ryf8ffokJoz1x7IVq2FhqXrPv4iIiFQZJ4kT0U8TiUTw8/ODhoYGtm7dKl158PXr1/Dw8ED58pK3h9nZ2UmP2bZtG758+YLr16/DxETSEeXklL46cWBgILp164YBAwYAAIYPH44rV64gMDBQZpK4n58funfvLv27R48eGDNmjHQitoODA6ZNmwZ/f/8cTRKPiorCnj17cPnyZQBAp06dUL16dSxevFjasRoUFISePXtKf3fixIk4ceIEYmJipOeZNGkS5s+fj5YtWwIA7O3t8eDBA6xatSrHk8SHDh0qPT7NyJHpnayDBw/G8ePHsWvXLplJ4mXLlpXG1dnZGUuXLsXp06fh7e2NkydP4tmzZzh79izMzCRvK5wxYwa8vdPfortz506IRCKsXbtW+n+5YcMGGBkZ4ezZs/Dx8cGiRYswduxYafhWrlyJ48ePZxkXExMT6OnpSVegT6NoW2YJCQlybyhNTEiA1g+u/nnuzEmsWjpf+nd+dFTGxn7DjMljYW1ji3Ydu+X57ymdmhpE36IRHbIeEIuR/P4l1AobQ696Q4WTxHXK10Ti4zsQRUfke1CVrWy5cghauhxRUZH4669jmD1rJhYsXCzXWaKKzp05hRVBC6R/T5gyS4mhIVVx9swprAhaKP07PydkZ+fVyxeYOTUA7f26wMOz/PcP+EmqdF8kJCRg6aJ5cCtZGiNGT4BIJML+vbswffI4zFu0QmYi4/+TJ0+e4MDBgwhasiTLVbAPHjyI2Lg4tG3bNp9Dp5gq1U22BK+BlbUNatZRjTehp1GleysvqGremZXXr19izaplaNehMzy9yiM8PBzB61ZhxdKFGDxUfkLJqRNHYWtnjxIurr/0u6qaDkIf3sfbN68wdORYme2WVjawtLKR/u1asjQ+fniPgyF7MGzUuPwO5m9BVe+lrOohVlbWsLKylv7tVrJUahrZi2Gjxio61S87d+YkVi5Nv4/GT1befSQWSyb9tm7XEZWr1gQADB42Gr26tMWlf86ifoOmSgubu5M6WlZPn0C34a/EnzrPozfpE5s/hovx+nMixvrpoJyDOq4/SpHWVa4+TMa/jyUrP72/nAQnCzVUcFHHX9eTfyEWucvDWR0ta2S4Jkdz8Zp01EFZR3W51cI11AEPJ3Wc/k91rkNeCD54Cieu3MSq8QOhrSW5xg9fvMGO4+exZfqILOu0/8/0q9RF4rtXSHz1VO67hMf38GnWSKjpG0K/mjeK9ByBT3PHyL3c8HdiY2mBdQtn4du3WJy9fA0zl6xE0IwAlZwonhdq1awp/be9vR3s7e3QvWcv3Ll7V7raS6uW6ZNEHOztoaGpgSVBS9G9ezdoZZowndfOZ2r/jcvj9l/12t4o61EBQmEYDu7dgfmzJmNG4FJoaaX3CXTvPQht/brhw7u32LJxNYLXLEOfgcPzNFyqKjb2G6ZOmgBrG1v4deyi7ODkqYLcL52XkpOTMXvWdEAMDByk+EVoX79+xaSA8ahWrQZ8fZX/MoG8lt01adGytfTf9vYO0NDUwLKgxejWvQc0NfP2hdCq1Efg4VkBXXv0xcqli7AocBY0NbXQtkMnPLh/F2oqsBJWXnny5AkOHjiAJUFBv2Wd9XuYn/wY3waNpP+2s7eHsbEJJozzx4cP72FubqHEkOUtphPFxKkLSrRp74cq1SQvThsyfBS6d+6AixfOw7dhYwBAe79O0mMcHZ0RHx+PkL278nSSuDI1V1DuLg9ahC7de+Z5uatsaf2IVf6ohFYtJBOxHB0d8OBhKA4fPSY3STwhIQFnzp1Hx/aq8RwwL+TkeWhGX75+xY0bNzB2zJh8CF3BsmnDWlhZ26BWndxddV5Vn1dkRSwSQSAQYLj/OOjrS8ZFJvXujzkzp6DfwCFyYwty69lffiuI944qjSXI6NXL55g9bTza+nWFu2eFPA+TMonFYqxcvgSFjYwwa+5CaGtr48Txo5g+OQDzFy+DiUkRJCQkIGjRfLiVLIVRo8chRSTC/r27MXXyeMxftCzPx+ecP3MCqzOkk7GT5+Tp71Wv7Y1yHuWlfY4LZk3C9MBl0NLSxtbg1bC0tkUNFRtzkpsKanuY6USWKj03p3RikeQF5b4NGqGejy8AwNHRCXdu3cTJE8fRtXtPZQaPiIiowOEkcSL6aePGjcPly5dx7do1GBqmr57Tv39/tGrVCjdu3ICPjw+aN28uXZH71q1b8PDwkE4Qz+zhw4fSFcDTVK1aFYsXL5bZljYBPc3t27dx8eJFzJgxQ7otJSUF8fHxiI2NhZ5eNks9Adi+fTscHR1Rrlw5AIC7uztsbW2xc+dO9OwpaWQ8evRIOnk9TcWKFfH3338DAL59+4Znz56hZ8+e6N07fVWS5OTkH1qRIXPcUlJSMHPmTOzatQvv3r1DYmIiEhIS5OJUtmxZmb/Nzc3x+fNnaditra1lJmVnnGAOSK7h06dPZf4vASA+Ph7Pnj1DZGQkPnz4gEqVKkm/09DQQPny5SEW5/5qV7NmzcKUKVNktvUfPBwD//yxt5JWrFQVJVzS3xaclCRZqipSGA4TkyLS7RERQtg7OMkdDwCGhQpDTU0NERGybziLiBDKrfoSFxuLaQH+0NXVxegJ06ChUbCKWlFsNMQpKVAzkF3FTc2wMETRkYqPiYoARClAhnSQ8vk91AsZAerqQEr6wG81oyLQciqFyC1L8iL4uaJQoUKS/29hhMz2iIgIGJsYKzzG2NgYEREK9s/0Zj0dHR1YWFjAwsICrq5u6N2rB04c/wtt27XPzSjkiYqVqmS6lySTBCKEQpl7KTIn91KmNyNHRghhnEW5QKqtYqUqcFGQx2ZOF5I81lHhOQplkS4iMqQLY2MTJCcnISYmRuat2BFC+Xz49euXCBg3Ej4NGqFth07IS/l1XxgbG2cZ/7R85vzZ0/j8+RPmLFgKNTXJYMTh/uPRqW0zXLtyEdVr1smFGP+atPw189vRhRERWeYBxsbGEGbKX4UZ8td79+8jIiICXTK8jCftpTf79+/HxuBg3L59G6GhoWia6Y2+fw4Zgtq1a2PkiBG5ELucU6W6yd3bN/D61Qu0/kc2fXTt0Ayt23VG+07doQz/72WOKuWdRsbGePI4VO4cAKTn2btzO9xKlkLL1u0AAHb2jtDR0cHYUUPRsUsPmTDHx8fhwrmz8OuUsxdkZUeV8tiMTh4/CnsHJzg5f3/lZ2cXVzy8f++7++WF7NKIURZ1WiNjY+n/f/r+ETA2Vs16mirdS2l+tB4iSSN3v7vfz5KUOSWlf6fdR5EKr1H291GkXNqQj392jI0lv2dlYyfdpqmpBVMzc3z5nLPVl/PKg1cpePM5fTKzRuoiDwZ6AkRnWDnbQFeA92E57/+ITwS+RIilK4hHpa5M/lkoe47PESIYGajWoJIHL1Pw+pOCa6IrQHSGFdYNf+KafI1MvyYZlXVQh6YG8N9j1Z4kbmSoD3U1NYRHyq5mHR4ZjSKFC2VxlMTmI2cQfPg0lo/pD2eb9IkPNx89R3hUDBoPmSrdliISYdHWA9j+1zkcWjQxdyORy0Qxkr4k9UJGMtvVDQtL+oyyIdDShl75qog8vFPh9+LEBCR/+Qh8+YjEl09gNnkp9KvWRfTxkFwKfd4obGgIdTU1CCNk+9LCIyNhkmmF4B+lqakBK3NJH6+LkwNCnzzD7kN/YdSAXr903tyWl/1rGZmbm6NwoUJ4//6DdJJ4Zi4uLkhJScGnT59gbZW/k+krVKoKZ4X1lXAYZ6rT2mVbFqvL1dMiFZTF+voG0Nc3gIWlFUq4lETXdo1x9dIFVK9VT7qPsUkRGJsUgZW1LQwMDTHBfzDadOgqE578kFYPy9xHIKmHZVdfjZDb/0fqJGliY2MxKWAcdPV0MT5gskr047NfWl76Ncm6vp6ZcRbtmszpJG2i3ufPnzFz1lyFq7mGhYVh3JhRcHUriUF/Dv21yOQSZV+TjFxcXKX5a8YXYuUFVesjaNayDZq2aA1heBj0DQzx+dNHbA5eC1Nz81+PbC7Iqh82QiiESRblqrGxsXy6yhDv+/fuISIiAl27pL9UI2M/bPDGjbkci9yl7HtHNfMT5ZbFGbm4SiacfXj/TqmTxH/3dJIX/YlpeYh8f10EHFL769LqoTY2ttLvNTW1YGZmji9fsu4zKuHiip3btyApKTHPJk0r65oo4uLilm/l7o+QljkKnuVl1f41NjaS2z8iIkJaRhUqVAjq6uqwsZGNp421Fe49eCB3vgsXLyEhIQH16ir/WSigvOehGZ08cQKGhob4448/fj1CPyEn/e6ZGRmbKLh3hDm4d7Lu/1fk7p1bePXyBVo0lp0k3rl9C7Rp3xF+nbrl+FwZqdLzipw8+zM2MYFJkaLSCeIAYGVtA7FYjLCvX2RW7czNZ3/Z4b0joUpjCdK8ef0Sk8ePgLdvE7Rpn38v2VNWOXzn9k38e+0qtu0KkdbZ+jsNwa2bN/D3qRNo3bYDzp39G58+f8TcBUuk43NG+I+DX9sWuHrlEmrUrI28VKFSNThneP6XnCHPMTYpKt0eGRH+3T5H+ed/4Vn2OZpbWsPZpRS6tWuEa5cuoFqterh3+wZev3qOtv+kxVnyzKh7h6Zo1a4z2nXq8avR/SFsD6djOpGlSs/NVZGy+gjSynjrDO1BQFIvya49SERERIr9/77KmIjy1I4dOxAYGIgdO3bA2dlZ5rsGDRrg1atXGDZsGN6/f4+6detKV8LW1dXNld/X15d9aBYTE4MpU6bg1q1b0s/du3fx5MkT6OjofPd869atw/3796GhoSH9PHjwAOvXr89xmNJWFF+zZo1MOO7du4crV678dNzmzZuHxYsXY/To0Thz5gxu3bqF+vXrIzFRdhUnzUyroAgEAohEIuRUTEwMvLy8ZMJ+69YtPH78GH5+fjk+T24ZO3YsIiMjZT69+w7+4fPo6unB3MJK+rG2sYORsQnu3L4h3Sc29huePHoAF9eSCs+hqakJRycX3LmVfoxIJMKdW//JHBMb+w1TAkZCQ1MDYyfOlFmhpcBISUHy+5fQciyVvk0ggJZjSSS9ll/RCQCSXj2GepHiQIY3JaoXNUNKlFBmgjgA6HrVgCgmComPbuVF6HOFpqYmnJyccev2Lek2kUiEW7duwdXVTeExrq5uuH3rlsy2mzdvZLl/+nnF0g59VSe5lyylH2sbOxgruJceP3oIF7fs7qUSMsdI7qUbWd5/pNr05NKF7S+ki5vSbZJ0cVOaLhydnaGhoSGTD799+wZfvnyGa4bzvn71EhPGjECduj7o3DXv3ySZX/eFo3MJufi/e/saX758houbJL9OSIiHmkAg89ZaNTU1CASSvEYVaGpqwtnJCbdu35ZuS8tf3VwVv3XczdUVt+Ty15vS/evWqYPly5Zh2dKl0k+RIkXQqlUrzJg+HQDQr18/me+nTpVMvhk7Zgy6ds3bh9mKqFLdxH/8VMwPWiv99P9Tsir0jLlB8G3cPBdj/WP+38scVco7XV1L4tXLFzIPy2/d/A96evrShzAJCQkQZFoJK+1hd+aXRV28cA5JSYmoWacefpUq5bFp4uLicPHCWdSr3yBHcXjx7JnSXkogqdOWwG25uN+Eaxb3gKtrSdy5dVNm262b/2W5v7Kp0r0E/Fw95MWzp3k6ISun99GTRw/h4lpK4Tmk1yhTmXP31o0sj1HE0bkENDU18f7ta+m25ORkfP78CcWLm/5E7HJPYhIQFiWWfj4JxYiKFcPJQl26j7YmYF1cDa8/57yfRUsDKFJIIJ0cLowWI/KbGMWMZCdIFy2sBmGMatTX0iQouibfxHC2lL8mrz7++DXJONE8TQU3dTx4KcK3+FyJQp7R1NCAq70Vrt1/LN0mEolw/f4TlHWyzfK4jYdPY+3+Ewjy74uSDjYy3zWsWh7bZ47C1hkjpZ9ixoXRuVFtBPn3y7O45JqUZCS+fgZtlzLp2wQCaLuURcKLx1kfB0DXswoEGpqIvXYuRz8lEAgg0MjflaB/hqamBko42uO/O/el20QiEW7cuY9SLs7ZHPnjRGIxkpJU7+UK6e2/W9JtOWv/3ZbZdiND+0+RL1+/Iio6GiZZDFICgOfPn0NNTQ1GP/Ai19ySVfvv7k+UxXdv/SfdllanLZFtWSyGGNn3PYpS6/NpA+LyU1p9NXM97HaGelhmrq4lcVuuvvr9PtjMYmO/YeKEMdDQ0MCEiVOhpaUaKzGyX1pe2jW5nema3M72mpTErUzpJPM1SZuo9/79O8yYORuFCsm/6OXr168YO3oknJydMXTYCGk7WNmUeU0ye/78WWr+avRTcfkRqthHIBAIYFKkKLS1tXHh3N8oWqw4HBxzt5z/WZqamnBydpbJH6T5iVsW6cTNTWE/bNr+derWxbLly7F02TLpJ60fdnqGl7irKuYn8pRZFmf2/NkzAMjTPpKc+N3TSV70J5qamcPY2AS3M6SzzPm1k7MzNDU18fbtW+k+ycnJ+PT5I4oVL55leF88fwYDA8M8XVVbWddEkfwsd3+EtO13K/OzvztZtuVKurri5u07Mttu3ExvK2pqasLF2Rlv376T2eft+/cwVZAm/jpxEn9UqqiUNp8iynoemkYsFuPkqVOoW7eu0l6GlZN+98xcXEvK1MEAyb3jkune+ZH6nyKjx0/GoqWrpZ+Bf0peJj5r3iI0bNzsO0dnTZWeV+Tk2Z9bydIIDw9DXFycdJ/3795CTU0NRYoWkwlXbj77yw7vHQlVGksAAK9fvcDEscNQu259dOyavy+pVFY5nJCQAADyz8cFAmlfWmJCPNQEagrH54h/YLzuz8qcTqykfY7p/YdpfY4lXEsrPIempiYcFPQ5fv/5n2yf48jx0xAYtB6BQesQGLQO/f70BwBMmxsE38Ytfj2yP4jt4XRMJ7JU6bm5KlJWH4GpqRlMihTBuwztQUBSLymeTXuQiIiIFFP+a9GJqMC5desWevbsidmzZ6N+/foK9ylWrBi6du2Krl27onr16hg1ahQCAwNRtmxZrF27FuHh4QpXE3dzc8PFixdlJuxcvHgRJUtm36Hr6emJR48ewclJ8Ru8snP37l38+++/OHv2rEyYwsPDUatWLYSGhsLV1RUuLi64fv06umR4I9z169el/zY1NYWFhQWeP3+Ojh07/nA4snLx4kU0a9YMnTpJViETiUR4/Pjxd69JRi4uLnjz5g0+ffoEU1NTubADkmu4c+dOFC9ePMvBH+bm5rh69Spq1KgBQPJw7r///oOnp+fPRC1b2tra0NaW7XzU0v72y+cVCARo3Kw19uzYDHMLK5iamWP75nUwMSmKipWrSfebNG44KlWuhoZNWgIAmrRog6AFs+Dk7ALnEm44dGAPEuLjUcdbMkEkNvYbpkwYicSEBAwdOR6xsd8QGysJb6HCRlBXlwyk/vD+LeLj4hAhDEdiYiJePHsCQLKaWuaJ/soSe+EvFGrTG8nvXiDpzXPoVfWBQEsbcf+dBwAYtukDUZQQ347vBgDEXf0bupW9YdC4E+Iun4R6EVPo12qC2EsnZE8sEEDHqzrib/wD5EOH6K9o0aIlFiwIhLOzM0qUcMGBAyGIT4iHt7cPAGB+4DwUKVIE3bpL3mLYtFlzjBk9Cvv27UWFChVx/txZPH3yBIMHDwEAxMfHY+eO7aj0xx8wMTZBZFQUjhw+hLCwr6hWvbr0dz9//ozo6Gh8+fIFIpEIz1IHRVhYWOTaSzZyi0AgQJPmrbB7xxZYWFiiuKk5tm3eAJMiRVEpw70UMHYE/qhSDY2aSDr0mrVog8ULZqfeS644dGAv4hPiUdfbV3qMMDwcQmE4Pr6XPPh99fI5dHX1UKx4cRgafn9wmqpT19eDvlP6pAA9eysUKueKxPBIxL/5oMSQ/TpJumiJXTu2SvJYUzNpuvhDJl2MTE0XzQEAzVq0xuIFc+DkXEImXdTzltQz9PUNUM+nAdavWQEDQ0Po6elj9coguLiVlHZEvnr5AgFjR8LDszyatWgDYbjkrchq6moonE8DJvLqvkiL/4Y1y2FoaAhdPX2sWblEJv7uHuWxcd0qrFq+GI2atIBYLMLeXduhpq6OMuXcpb/95vVLJCUlIyY6CnFxcXj+TPICEAfHH69D/YwWLVpg/oIFcHZ2hkuJEth/4AASEhLg7S15W3tgYCCKFCmC7t0lK1g3a9YM/qNHY+++fahYoQLOnTuHJ0+e4M/BkhfHFCpUSK7eoq6uDmNjY1ilrhCXudM4LT81NzdHsaJFoWzKrJuYmVvKhCU6SrLSoZW1DfQNDPMj+jny/17mKDPvdPcsD2trWywMnI1uPfpAKAzH1k0b0LBxU+ngugqV/sCyJQtw7MhBeHiWhzA8HGtXL4dzCVcUKSJ7D506cQyVKldFoUK5PxhLmXlsmn/On4EoJQU1a8uuMAEAB/fvgampOWxs7ZCYmIiTx4/g7p2bmDR9bq5fi5xq1qIVFi2YCydnF5Qo4YKDB/bJxH1h4GyYFCmKrt0lgzqaNGuJcaOHI2TfblSoUAnnz53B0yePMXDwMOk5o6Oj8OXzZ4SHhwEA3r19A0CyeoWyJsSnUfV6yMH9e2FqapYhjRzF3Tu3MHn6nHy9Ro2btcbuHZthbmEJUzNzbNu8HiYmsvfRxHHD8Ufl6miYeh81bdEGSxbMhqNzCTiXcMPhA3sQHy+fn0YIw/Hhg2x+WjQ1P9XT00f9hk2xY2swihYrjmLFTbF/r2Tl4CrVauXbNcipf+4mo46nBr5GiSCMEsOngiaiYsW4/zL9RWi9G2nh3ssUXL4v2daokgYevBYhIlqMQvoCeHtpQCQGbj9LP+b87SR4l9fEhzAR3oeJ4VVCHcWNBNhyMkUuDKrmn7vJqOOlga+RIoRHZ3FNGmvh/osUXEq7Jn9o4OErEYQxYhTSE8C7guSa3HoqG98ihQSwN1fD+qP5P0nxZ3RsUAuTV21DSXtrlHK0xba/ziEuIRFNalYCAExcuRXFjQtjULvGAIDgQ6exau8xTB/QGeZFTfA1IgoAoKejDT0dbRgZ6sPIUPalkRrqaihiVAh2FgVjAET034dQpMtgJL56hsRXT2BYuzHUtLXx7fLfAACTroOREhGOyANbZY4zqFIHcbevQfQtRma7QEsbhXxbIe7OdaRERUBN3xAGNX2hbmSC2BuX8y1ev6Jts4aYtXglXJwc4ObsiN2HjiEuPh4N69YEAMxYtBxFi5igb2fJKr5JScl4+UYyCCYpORlfw8Px5PlL6OrqSFcOX7V5Byp5loNp0aKIjYvDqQuXcOveQwROGqOcSH5HyxYtEJih/Rdy4ADiE+Lhk9r+mxc4H0WKFEGP7t0AAM2bNcWo0WOk7b+z587jyZOnGJLa/ouLi8OWbdtQrWpVGBsb48OHD1i3fj0szM3h5eUFAHjw8CEePXqEcmXLQldXFw9DQ7Fq9RrUqV0bhobKb+NIyuI22LNjE8wtrFDczAzbN6+HsUkRmfbf5HHDULFy9Qztv7YIWjALjs6ucC7hisMH9iAhPk7a/vv44T0uXfgb5TwqoFBhI4R9/YKQ3VuhpaUNrwqS1a/+u34FkRHhcHJ2hY6uLt68eolN61fAtWQZFDdVzsq3zVu0wsIFc+HkXEKmDzatHrYgcA6KFCmKrt0lL+Bp2qwFxo4egZB9u1G+QiVcOHcWT588xqDBQ6XnlK+vSu6rtPpqbOw3TBw/BgkJCRgxagziYmMRFxsLAChUuLC0H19Z2C8tT5JO5qVeE1ccSG3XpKWT+YFzU69JWjppjjGjR2Lfvj0ZrsljDEq9JsnJyZg1cxqePX2CiZOnQZQiktbfDQwNoampKZmoN2Ykihc3RY+efRAVGSkNj7LbPYByrsnDhw/w+FEoypQtBz1dPTwMfYC1q1eiVu06MFBC/qrsPoKQPTvg4VURamoCXL74D/bt3o6RYybK5CGq0A+7YP58STpxccGB/fu/2w872t8f+/buRYWKFaX9sIP//BNAzvphgQz5yefPzE8KTH6Sv2Xxhw/vce7M3yhfoSIMCxXCyxfPsXb1SpQqXQb29g75ewEU+N3TSW73JwoEAjRN7a+zsLCEqakZtm4OhkmRIvijclUAgJ6ePnwbNsH2LRtRrFgxFCtuipA9uwAA1apJ2k/Xrl5GhFAIF1c3aGpp4dbN/7B753a0aNXm//KahD58gEePHqJsWXfo6uoiNPQh1q1egZq168qUu69fv0JyUhJioqMRFxeb72VNmlYtmmHegkVwdnaCa4kS2HfgIOLj41Hfuy4AYO78hShSxAQ9u0nGgTVv2gQjx4zDnn0hkrbf+fN4/PQphgweKD1n61YtMHPOPJQpXQrlypbBv//dwJWr1xA4e6bMb797/x53793H9MkT8y/COaCM56Fpbt2+jY8fP8I3i/F8+eV7/e4LA2ejSJGi6JLh3hk/ehj279uF8hX+wIVzZ/DsyWMMHDwcQM77/798/pTatvmMFJFIel+YW1hCV1cX5uYWMuGMkj4btZVZmftXqfqzvxq16mLn9i1YsnAuOnTqiujIKASvW4W63r5yY/Xy8tlfZrx35ClzLMGrl88xadxweHhWQJPmbSBMrd+pqavn2xgcZZTDrq4loW9ggEXz56C9X2doaWnjxPEj+PTpIypUkDwDcPfwwoZ1q7Fy+RI0btIcYrEYe3btgHqm8Tn5RSAQoFGzNtgr7XM0x47N6xT0OQ5FpcrV0aBJKwCSPselC2bB0dkFTiXccOTAbiTEx6G2d0MAwKcP73FRps/xM/an9jl6pvY5Zh5zkjFfVdaYE7aHFWM6kaXM5+aApM4SEx2NL18+QSQS4UVqncUstc6iDMroIxAIBGjZqi22bdkIewcH2Ds44u9TJ/H27RuMGa9adXwiIqKCgJPEieiHfP36Fc2bN0etWrXQqVMnfPz4UeZ7dXV1BAUFwcvLC6VKlUJCQgIOHz4Mt9S3qnXo0AEzZ85E8+bNMWvWLJibm+PmzZuwsLBA5cqVMWrUKLRt2xYeHh6oV68eDh06hH379uHUqVPZhmvixIlo3LgxbGxs0Lp1a6ipqeH27du4d+8epmd682Nm69atQ8WKFaUTnzOqUKEC1q1bh3nz5mHw4MHo3bs3ypcvjypVqmDnzp24c+cOHBzSH1ZOmTIFf/75JwoXLgxfX18kJCTg33//hVAoxPDhw3N6mWU4Oztjz549uHTpEoyNjbFgwQJ8+vTphyaJe3t7w9HREV27dsXcuXMRHR2NCRMmAID0jYYdO3bEvHnz0KxZM0ydOhVWVlZ49eoV9u3bB39/f1hZWWHIkCGYPXs2nJ2d4erqigULFiAiIuKn4qVMLVp3QEJ8PFYGBeLbtxi4lSyDgGlzZd6I+fHDO2lnBABUq1EHUZER2L5lAyKE4bB3cELA1LkwMpY8mH3+9DGePHoIABjQS/YlASvXb5cOtFu+ZB7u301/6+mIP3vL7aNsCXevIsbAEPr1WkLNsDCSP7xGxIZ5EMdIBjGrGxUBMqwaKYoMR8SGeTBs5AfdP6dDFCVE7KUTiD13WOa8Wk6loG5cFPGpk81VWY2aNREZFYktmzdDKBTCwcEBU6dOh7GxZFWiL18+Q6CW/jbQkiVLYpT/aGzetBEbg4NhaWmBCQETYWdnB0DyttA3b9/g9IxTiIyMQqFChnAuUQJz5wXC1tZOep4tWzbhdIb87s/UB6GzZs9B2bLl8j7iP6hF6/aIj4/H8qAF+BYTA7dSZTBx6myZ1Xc+fngvM5ihWs3aiIyKwPbNGyAUCmHv4IhJU+dI7yUA+OvoQezctkn693j/oQCAwcP8ZTrUCqrCXqVR+fRm6d8lA8cBAN5s2oc7PccqK1i5pqWCdDFp6qxs00X1mrURFRWJbZuDM6SL2TLpomefARAIBJgzYwqSkpLg4VUe/QYMkX5/6Z/ziIyMwNkzp3D2TPp9VLy4KdYEb8vjWKfLq/uiR5+BEAjUMGfGZGn8+w4YKv3eytoG4yfNwM5tmzB6xCCoCdRg7+iESdPmwCTD6htTJ47Fl8+fpH8PH9wHALD/6N95cTnk1KxZE5FRUdiyeTPChUI4Ojhg2tSp0vz185cvEGRYIaNkyZIY7e+PjZs2ITg4GJaWlggICJDmr/8vlFk3KSj+38scZeWd6urqmDB5BlYuWwT/EYOho62DOvV84Ne5u3Sfut6+iIuLw5FD+7F+7Uro6xugbDl3dO3eWyYOb9++wYP79zAlDye8KiuPTXPqxFH8UaW6woFCyUnJ2LB2BcLDvkJbWwe29g6YMmMeypTzyN2L8AOq16yNyAxpxMHBEZOnzspUp03Pc91KlsII/3HYumkDNgevh4WlJcYFTIGtnb10n2tXLmPxwnnSv+fNkbwdvb1fZ/h1Sn/Zm7Kocj0kOSkJ69euTE0j2qlpZC7K5nMakdxHcVgRND9DmTNH/hrJlTmR2LElGEJhOOwdHDEx0310/NhB7Ny2Ufr3+NGS6zN46GjUSc1Pu/boB3U1dSyaPwuJCQko4eKGqTPnK2VSyfecu50MLQ2gVXUt6GgBLz+KsP5YIpIzzG02KSSAvk56u7CwgQB+dbSgpwN8iwNefkrBsv0JMitj/3MvBRrqAjSurAk9bQE+hImw9kgiwqNVayVxRc7eSr0mNdOvybojstekSGEB9HUzXZN6kmsSEwe8/JiCpSEJcquFV3BVR2SMGE/eqPYL5dL4/OEBYVQMVu79C2GRUShha4kg/74oUliSlj9+FUItwwoie09fRFJyCkYvCZY5T+8W9dG3VcFv4wJA3H+XEGFQGIUbt4d6ISMkvn2BL0unQxQtyUvUjYsCItl0rlHcAtpOJfF5yRS584lFImiYWaLIH7Wgrl8Iom/RSHz1FJ8XTEDyhzf5EqdfVbdaZURERmH99j0IF0bAyd4WgZPGwMRIMqD205cwmdVovoYL0XP4OOnfO/YfwY79R+Beyg1LZgQAAIQRUZi5aAXChBHQ19eDo601AieNQQX3MlBFNWvWQGRUJDZv3iLtX5su1/6T7V8b7T8KGzdtRnDwRlhYWmJiwASZ/rUXL17i1KnT+PbtG0xMTODl6YEunTtDK/Xlm5qamjh37jy2bN2GpKQkmJmaokXz5mjZMv9XrclK89YdEB8fJ23/uZYsg4Bp8zK1/95LX+IFAFVr1EFkZAR2bFkvbf9NmDpPWhZraWnhwf07OHxgD77FRKOwkTFKli6HmYHLUNjIWLrPqb8OY8OaZUhOSkSRosVRqUoNtGzjl78XIIPqNWshMioCWzdvlNZXp0ydmWUfrFvJUhjpPxZbNgVjU/AGWFhaYnzAZJn66tUrl7F4YaD077mp9dUOfp3h16kLnj19ikePQgEAfXrK1l/XbtgMU1OzPItvTrBfWl6NmrVSr8mmDNdkhsw1UcuUTkb5j8VmaTqxwPiAybBLTSdhYV9x9YrkhSN/Duov81szZ89D2bLlcOvmDXx4/x4f3r9Hty6y98jho5lejqsEyrgmmpqaOH/uLLZt3YykpCSYmpqhWfOWaNGyVT7FWp4y+whu/HsNu3duRXJSEuzsHTE2YBq8UicLpFGFftioyEhs3rIFwvBwODg6Yuq0aenp5PNnmTpryZIl4T96NDZt3PhL/bBbNm+Wea4/eNAgAMDsOXNQtmzZX4/YL2B+Ik8ZZbGGhgZu3bohmeATH4+ixYqhStXqaNdBeXWSjH73dJIX/YktW7dDfHw8lgUtxLeYGJQsVRqTM+XX3Xv2gbq6OhYEzkZiQiJKuLhixqxAaZ+Ruro6jhw+gHVrVkAsFsPcwhI9e/eDj2/D/8troqmpiQvnzmDH1k3Scrdp85Zo3rK1TNimThyHzxnKmqGD+wEADh7NfnxVbqtVozoiIyOxacs26X0zY+pk2bZfhjKnVEk3jB01AsGbt2LDxs2wsLTA5AnjYG9nK92nWpXK+HNgf+zYvQfLV62BlaUlJo4bg9KlZMdJHT95CkWLFoGXp/L64RVR5vPQE8ePo6SbG6ytrXMrOj/le/3uXxXkpyP8x2PLpvXSe2dswNRM9873+/+3bQnG36fS885hg/sCAKbPno8yZd3zONayVPnZn66uLqbOmIvVK4IwYsgAGBoWQrXqNdGxSw+ZOOTHs7+MeO8opqyxBJcvnkNUZATOnTmJc2dOSr8vVtwUqzbszMsoSymjHC5UuDAmT52FLZvWY8LYkUhOToGNrS3GB0yFvYMjAMn4nAmTpmPHtk3wH/EnBAI1ODg6YdK0WTLjc/JT89Z+SIiPx6oMfY4TpgXKpJNPmZ7/Va1RF1EZ+hztHJwwfmqgNJ1oamnh4f3bOHJgt7TP0a10OcwIXC7tc1RFbA9njelEljKfm2/fsgFnTh+X7jM8dRz5tFkLUTqf6yxplNFHAADNmrdEYmIi1q5eiejoaNg7OGDqjDlyL/chIiKi7xOIxWLVH4FGRCpj48aN6NatW5bf29raolevXti2bRtevnwJXV1dVK9eHQsXLoS9vaTi/+rVK4wYMQInT55EcnIySpYsiWXLlqFixYoAgBUrViAwMBBv3ryBvb09JkyYgM6dO0t/QyAQICQkBM2bN5f57ePHj2Pq1Km4efMmNDU14erqil69eqF3b9nJCxklJibCwsICo0ePxqhRo+S+nzt3LubPn4+3b99CU1MT06ZNw5IlSxAfH4+2bdvCwMAA165dw+XL6SvYbNu2DfPmzcODBw+gr6+PMmXKYOjQoWjRIvuBaC9fvoS9vT1u3rwJd3d36fbw8HD06NEDp0+fhp6eHvr06YPXr18jMjIS+/fvBwDUqlUL7u7uWLRokfS45s2bw8jICMHBwQCA0NBQ9OrVC9evX4eDgwPmzZuHJk2a4K+//pKuCP/x40eMHj0aR48eRXR0NCwtLVG3bl0EBgaiUKFCSE5OxsiRI7FhwwaoqamhR48e+Pr1a7ZhGTp0KG7duoWzZ89Kw6ZoW07cf1qwV9jNC8XWjVZ2EFROVC/5wcW/uyRofX+n38xz1zrKDoLKcQw9rewgqBwxBN/f6Teijfjv7/SbiRPrKTsIKkdNUDAmd+UnAdjtkhnzV3lq4L2TGdOJPJFY7fs7/WY2/q3agwvym5hZiZwArzPKDoLKidiwTtlBUDlag8d9f6ffTKxW3q8OVdB8E+feimL/L7QEicoOgspRQ8r3d/rNiME6LGUvmesayNESJCg7CCpHJFb//k6/GfabyGM/rDwRy2HKAR1xrLKDoFJSBKybZJYI7e/vRL89LbAOmxnHEsjTECQrOwgqJ1HMMX2Z6al9U3YQVE6sSF/ZQVAp6uyDlcP8VV4JRxtlB4FI6R628lZ2EIiUxm3vye/v9H+Ik8SJiH6Bt7c3zMzMsHnz5u/vrGIuXryIatWq4enTp3B0dFR2cHKEk8TlcZK4PE4Sl8dJ4vI4SVweJ4nL4yArWZwkLo8PduVxkrg8Dk6Ux/xVHieJy2M6kcdJ4vI4SVwWJ4nL4yRxeZwkLo+TxOVxkrg8ThKXx0ni8jhJXB4nidP3cJK4PE4Sl8dJ4vLYbyKP/bDyOEmccoKTxGVxkrg8ThKnnOAkcXkcSyCPkxjlcZK4PE4Sl8dJ4rI4SVwe81d5nCROxEni9Hv7XSeJs1eLiCiHYmNjsXLlStSvXx/q6urYvn07Tp06hZMnC0YBEhISAgMDAzg7O+Pp06cYMmQIqlatWmAmiBMRERERERERERERERERERERERERERERERGRYgI1vmSS6HfDV4YS0f+9rVu3wsDAQOGnVKlSOT6PQCDA0aNHUaNGDXh5eeHQoUPYu3cv6tWrl6PjZ86cmWU4GjRo8LPRy7Ho6GgMHDgQrq6u6NatGypUqIADBw7k+e8SERERERERERERERERERERERERERERERERERFR7uJK4kT0f69p06aoVKmSwu80NTVzfB5dXV2cOnXqp8PRr18/tG3bNstz57UuXbqgS5cuef47RERERERERERERERERERERERERERERERERERElLc4SZyI/u8ZGhrC0NBQ2cGAiYkJTExMlB0MIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKuDUlB0AIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiyjlOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipAOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioAOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiogKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgKEE4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkA4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgA4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiAoSTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiAoQThInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqQDhJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqADRUHYAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOjnCdQEyg4CEeUzriRORERERERERERERERERERERERERERERERERERERERUgHCSOBERERERERERERERERERERERERERERERERERERERUQHCSeJEREREREREREREREREREREREREREREREREREREREQFCCeJExERERERERERERERERERERERERERERERERERERERFSCcJE5ERERERERERERERERERERERERERERERERERERERFSAcJI4ERERERERERERERERERERERERERERERERERERERFRAcJJ4kRERERERERERERERERERERERERERERERERERERERAUIJ4kTEREREREREREREREREREREREREREREREREREREREVIJwkTkREREREREREREREREREREREREREREREREREREREVIBwkjgREREREREREREREREREREREREREREREREREREREVEBwkniREREREREREREREREREREREREREREREREREREREREBQgniRMRERERERERERERERERERERERERERERERERERERERUgnCRORERERERERERERERERERERERERERERERERERERERUgHCSOBERERERERERERERERERERERERERERERERERERERUQGioewAEBEREREREREREREREREREREREREREREREREREdHPE6gJlB0EIspnXEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioAOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiogKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgKEE4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkA4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgA4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiAkQgFovFyg4EERFRToQ+e6vsIKgcAViMZ6YhSFJ2EFSOSKyu7CConBTwmmT2zLWusoOgcuwenlV2EFRKklhD2UFQOTpqCcoOgspRR4qyg6ByPrduqewgqBzzPbuUHQSVc+m9g7KDoHI8zT8oOwgqRwyBsoOgcrQF8coOgkqJFekrOwgqx1AtStlBUDkxYkNlB0HlaAkSlR0ElZMk1lR2EFSOtoDtv8ySwX6CzMRi1tcyYz+sLJY58uJEOsoOgsphn6O8ZPZNy2F+Ii9BrK3sIKgcjiWQp8mxBHLUIFJ2EFQK28Py1ARMI5kxf5WXwnFJcgQCppPM2G8iT0cQp+wgqJxksCzOjG0dWcxL5GmpsY8gM1dHK2UHgUjpHnfwVXYQiJSmxPa/lB0EpeBK4kRERERERERERERERERERERERERERERERERERERERAUIJ4kTEREREREREREREREREREREREREREREREREREREREVIJwkTkREREREREREREREREREREREREREREREREREREREVIBwkjgREREREREREREREREREREREREREREREREREREREVEBwkniREREREREREREREREREREREREREREREREREREREREBQgniRMRERERERERERERERERERERERERERERERERERERERUgnCRORERERERERERERERERERERERERERERERERERERERUgGgoOwBERERERERERERERERERERERERERERERERERERE9PMEalxTmOh3w7ueiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioAOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiogKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgKEE4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkA4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgA4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiAoSTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiAoQThInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqQDhJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqADhJHEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqIChJPEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChBOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipAOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioAOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiogJEQ9kBICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqKfp6YuUHYQiCifcSVxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiAoSTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiAoQThInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqQDhJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqADhJHEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqIChJPEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChBOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipAOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioAOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiogKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgKEE4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkA4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgA4SRxIqIc6NatG5o3b64y51ElkydPhru7u/TvzHEUi8Xo06cPTExMIBAIcOvWLYXbiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIKGc0lB0AIsofZ8+eRe3atbP8vlatWjhz5kw+hih32NnZ4dWrV9i+fTvat28v812pUqXw4MEDbNiwAd26dful31m8eDHEYrH071q1asHd3R2LFi36pfN++fIFEydOxJEjR/Dp0ycYGxujXLlymDhxIqpWrQoAEAgECAkJ+eHJ5XZ2dhg6dCiGDh36S2H8UZmv1V9//YXg4GCcPXsWDg4OKFq0qMJteeXIof3Yv3cXhMJw2Nk7ok//wSjh4prl/hcvnMPWzRvw+dNHWFhYoUuP3ihfoZL0e7FYjG1bgnHyr6P49i0GriVLo//AIbCwtJLuM33KBLx4/gyREUIYGBiinLsnuvTojSJFJPHcvmUjdmzbJPfb2to62BVyJBdjr9iRQwcQknpN7O0d0af/oGyvyT8XzmHr5uDUa2KJrgqvyUacSL0mbiVLyV0TALh+7Qp2btuCly+fQ1NLC6VLl8X4iVOl369euRQPH9zHq5cvYW1jg8VLV+V+5H/AoUOHsHfPHgiFQtg7OKB///5wcXHJcv8LFy5g86ZN+PTpEywsLdGje3dUqFhR4b5BQUE4dvQo+vTpg+YtWki379i+HdevX8fz58+hoaGB3Xv25Hq8ftbhQwexb+/u1HTjgL79B8Il23RzHls2B0uuh4UluvXohQoVJNcjOTkZmzcF49/r1/Dx4wfo6+ujnLsnunXviSJFikjPsXPHNly/fg0vnj+DhoYGdu4OyfN4/qic5AmKfC9vSkxMxPo1K/DP+TNISkqCh2cF9Bv4J4yMTQAAL54/w97d2/Hg/j1ER0WiuKkZfBs0RpPmrfI0vnnFpFp5OIzoicKepaFjURz/thqATwdPKztYuUYsFmPHlg04efwwYr/FwNWtNPoMHP7ddHLscAj2792BCGE47Oyd0Kvfn3B2cQMAREdHYceWDbh98198/fIJhQoboeIf1dChcw/o6xsAAF48f4qQ3dvw8MFdREdFolhxM9Rv2BSNm7XO8zhnRywWY/fWdTh9/BC+fYuGi1sZ9BowEuaW1tked/zwXhzatx0RwnDY2juie99hcHIpKf1+yphBeHDvlswx9XybofegUXLnio6KhP/gbggP+4L1O45B38AwV+KWU8rKO6KiIrFg3iy8fPEc0VFRKGxkhEp/VEHnbj2hp6cPAHhw/y42rl+Dd29fIyEhAcWKm6J+g8Zo1iJ/0w3Lne8za9sGll27QKtIEXx7/ATP58xFzP37CvcVaGjAqkd3FGvcGNrFiyHu1Su8XLwEEZcuS/cp5OkByy5dYFDSDVrFiuHhsBEIP3s2n2Lzcw4dOoQ9e/dCKBTCwd4+R/W1TZs349OnT7C0sED3Hj1QsUIFhfsGBQXh6LFj6NOnD1pkaotdu3YN27Ztw4uXL6GlpYUypUtj4sSJuRm1XCMWi3HuQBBuXtiN+NgoWDt5okGnSShiapflMf+e2Y7/zm5HRNg7AEAxCyfUaDIQTmVqAADiYiJw7mAQnt2/iKjwD9AzNIGLe13Uaj4EOnr5m5/mhFgsxvYtG3Dq+BFJnutWGn0HDvtunnv0cAj2792ZWg47ole/P1EitRwGgBPHDuH8udN4/vQJ4uJisWXnIegbGMicY+aU8Xjx4qm0bVjW3QtduveBSZG8awPnhLLqJtFRkVg4bzpevUwvhyr+URUdu/aWlkOq4vChg9i7N7U9aO+Afv0HfCd/OY8tmzdJy6HuPXpIyyEA2LplM86fP4cvX75AQ1MTTk5O6NKlG1xdsy7blEksFmOntL4WA1e3Mug9YMR362t/Hd6Hgxnqaz36DoVzhvpaxvPPnDwKt/67ilHjZ6Bi5Roy3585dRSH9+/Eh3dvoaunh8rVaqNX/+G5GscfdfDQYZkyZ0D/ftmmifMXLmDT5i3SMqdHj+4yZU7gggU4dUq2zePl5YkZ06bJbLt67Rq2bdueWuZookzpMpg0MSB3I/eTxGIxdm5Zj1PHDyH2Wwxc3Mqgz8Dh300nxw7vw8HUvMTW3hE9+w2RSSergubhzq3/IAz/Ch0dXZRwK43O3fvB0tpWuk/rRjXkzjvUfxKq1aybexH8jvzuX7t75xbGjxmp8NzzFy2FcwlXJCYmYvnSRXj25DHevHmNChX/kOl7UwZJmbMep1LLnLR0kpMy54C0zElLJ+llzs4t6+XKnPade0rLnDR/nzyGQ/t3SfOTKtVqofeAYXkW35+hjLaPMknqZsE4+dcRaXu438Ch36+bHdqPkAx1s979B8vUzRITE7FB2h5OhLtnBfQbOETaHgaA5g3ryJ13xOgJqF5Tsn3xgjk4c+q43D7WNrYIWrnhZ6P8U5RZh+3TvT2+fP4ks61T195o1dYv9yL4g5RZ5gDAmZPHcEimblILvQfkb91EGc91nj19guD1a/D0ySOoqamhctXq6Nm7P3R1dQEAp08ex+KF8xT+/qZtu2FkZJxLsc8ZZfc5nj11FEf278SHd2+gq6eHP6rVRs/+I3Itft+T389DP336iF3bN+PO7VuIEIbDxKQIataphzbtOkJTUxOAJG9esXQhnj15gjdvXqFCxT8wbuI0heHJL3lRNwGAlUGBMvmJi1tpdOreF1ap+cnL50+xb/dWhGboq/dp2EzpffWAJH9Jr4s4om//gd/NX7Zs3ijNX7r16CWTdi5dvIBjRw/j2dMniI6OxuKgFXBwdJI7T+jDB9i8cQMePQqFmpoaHBwcMWX6LGhra+dJPH+EssqdMyePYdmiWQrPvW7rARTO53w1o9+9Xq+s8RUAkJSUiJHDBuPF82dYFLRSej9t27IRO7ZtlttfW1sHu0MO50Ksf4wy2jVTp0zEi+fPEBERAQMDQ7i7e6Bbj14q1vZRTp0eAP69dhm7tm/Cq5fPoamphVJlymFswPRcj2d2VHksxeWLF3DsyEG8eP4MSUlJsLG1RfuOXeHppfiZUW5Q1bFaaaKiIjFkYF+EhX3Ftl37YaAgXeUH3jvK6zs5ffIvBC2cq/Dcwdv2yrXxHt6/h/Gjh8LGzh6Llq75xVj/GKYTWcp4Zv706VOsX78ej588gZqaGqpWrYo+vXtL+wyUTRntnKVBi3D75g2Eh4dBR0cXbiVLomv3XrC2tsmzeP6o3/25TmbKfB66ftUihD64izevXsDS2haBQfnb/5xGFfuTAODGf9exfctGvH79ElqaWihVuiy69+4HU1OzvLsYRERE/we4kjjRb6JKlSr48OGD3GfVqlUQCAQYMGBAvocpKSkpV85jbW2NDRtkG0hXrlzBx48foa//a4OMU1JSIBKJULhwYRgZGf3SuRRp1aoVbt68iY0bN+Lx48c4ePAgatWqhbCwsFz/rfyS+Vo9e/YM5ubmqFKlCszMzKChoaFwW164cO4M1q9ZiXZ+XbAgaCXsHRwxOWA0IiKECvd/+OA+AudMRz2fBlgYtAqVKlfFrGkT8erlC+k++/bswJGDIeg/aCjmLVwKHR0dTA4Yg8TEROk+Zcq6w39sAJav3ojR4yfjw8f3mDNzivT75q3aInjLbpmPtY0tqlaX7wjJbRfOncG6NSvR3q8zFgathJ2DAyYFjPnONZkBbx9fLApaiUqVq2LmtEmZrslOHD4Ygv6DhmDewqXQ1tHBpEzX5NI/57EwcA7qetfH4qWrMSdwMWrWkh+UV8/bF9Vr1Mz9iP+gc+fOYc3q1fDr2BFBQUFwsLdHwIQJiIiIULj/gwcPMGf2bPjUr4+gpUtRuXJlTJs2DS9fvpTb99LFi3gUGqrw4WRycjKqVa+Oho0a5XKMfs35c2exds0qdPDrhMVBy2Hv4ICJAeOyTTdz58yEt48vlgStwB+Vq2DGtMl4mZpuEhIS8OzpE7Tv0BGLg5Zj3IRJePf2DaZNkZ1clZycjGrVqqNBw8Z5HseflZM8IbOc5E3rVi/H9WtX4D92EmbMWYjw8K+YNX2y9PtnTx+jcGEjDB81FkEr1qFNOz9s2rgORw7tz8PY5h11fT1E3XmEe39O+f7OBVDInu04cmgv+g0cjtkLVkBbRxfTAkYhMTEhy2P+Of83NqxZjrZ+3RC4ZA3s7B0xNWCUNJ2Eh32FMDwMXXv2x6LlGzB42Bjc/O8ali1Of2j3/OljFDYyxtCR47FoeTBat+uELRvX4OihfXke5+wc3LsVxw7tQa+BIzFj/mro6Ohi5sTh2V6PS+dPY9PapWjVoTtmL14HW3snzJw4HJGZ8qG69Ztg1eYD0k/HHorruCuXzIaNnWOuxutHKCvvUBOoodIfVTB+4jSsWLMRQ4b74/atG1gRtEi6j46ODho1aY6Zcxdh6aoNaNu+I7Zu2oDjx/JvUBHLne8r6uMN+xHD8WbVatzy64hvjx+j1PKl0DRWPFDQZkB/mLZqiRdz5+JGqzb4uGcvXOcHQj/Dw2E1XV18e/wYz2bNya9o/JJz585h9Zo16Ojnh6CgINg7OGBCQEC29bXZc+agvo8PlgYFZVtfu3jpEkIfPVJYX/vnn38wLzAQ3t7eWLZ0KQIDA1GrVq3cjVwuuvTXWlw7vRkNO01Gj3G7oKmti20LeyE5Kes8t5CxKeq0GoFeAXvRa8Ie2Ln+gZ1LB+LzuycAgOjIz4iO+AzvNv7oO+UQmnafhWf3L+DQxvH5Fa0fErJnB44c2oe+A4dhzoLl0NbRwdQA/2zzXEk5vALt/Lpi/pLVqeWwv0w+lJCQAA/PimjVtmOW5yld1h0jx0zC0tWb4D9uCj5+eI+5MyfnZvR+irLqJgKBGir+UQ1jJ87A0jWbMXjYGNy59R9WLV2Q53H+EefPncOaNWvg59cJS4KWwt7BAQEB47PNX+bOmQ0fn/pYErQMlStXxvRpU2XyF0tLK/TrPwDLlq/EvHmBMC1uioAJ4xAZqficynZg7zYcO7QXfQaOxKz5q6Cto4vpE0dkm0Yunj+NjWuXok2HbpizeC1s7Z0wY+IIufoaABw5sAsCCBSe51DIDmzftAbNW3fCguWbMHH6QpTzVPwCtvxy7tx5rFmzBp38/LA0aAkcHOwx/rtlzlzU9/HBsqAlqFy5MqZOmy5X5pT38sK2LZulnzH+/jLf//PPRcwLnA8fb28sX7oU8wMDUVuFypz9e7bh6KG96DNwBGYuWAVtHR1MCxj5/XSyZhna+HXD3CVrYWfvhOkBI2XSiYOTCwYOG4NFKzdjwrRAQCzGtIARSElJkTnXwKFjsWZziPRTsXK1PItrZsroX3N1K4WNW3bJfHzqN4CpmRmcnCV1OpEoBVpaWmjcrAXKeXjm/YXIgf17tuPooX3oO3AEZi1YCZ0cpZO/EbxmGdr6dcW8JWtga++IaRnSiTDsK8LDw9ClZ38sXB6MQcPG4uZ/17B8sewg1oMhO7F981q0bOOHRSuCMWnGArgrOT/JTFltH2UK2bMDhw/uQ79BwzB34TLo6OhgSsDo7Otm585g/ZoVaO/XBQuCVsHOwRFTMrWH169ehuvXLmPU2ImYPmcRhOFhmD19kty5Bg/zx4Yte6SfShnyjl59B8p8t3bTThgaFkKVavnfX63MOiwAdOjUHes375V+GjVtke3+eU2ZZc6hkJ3YvnkNWrTpiIUrNmLijIX5npcoo9wJC/uKgHH+MLewwLyFSzF52iy8fvUKixek57XVatSSK5s8vMqjdJmy+T5BHFBun+PhkB3YsWk1mrXuiMDlmzFh+iKU86yE/KKM56Hv3ryGSCTGgMHDELRiHXr0GYC/jh7Clo3rpOeQ1E20U+smXnl7EXIoL+omAODgVAIDh43B4pWbEDAtEGKxGNMCRkrzk2dPH6GwkTGGjJyAhcs3olW7zti6cbXS++ovZKiLLApakVoXGZtt2pk3ZyZ8fHyxOGgF/qhcFTOmTZZJO/Hx8ShZqjS6du+V5e+GPnyASQFj4e7phfmLgrBg8VI0atIMamqK24n5TVnlTpUadWTaOGs2h8DdsyJKlnFX6gRx4Peu1ytrfEWa4HVrYGIi30/dolVbuXI4v8acZKasdk3ZsuUweuwErFq9HuPGB+DDxw+YNVO5LyPJSJl1+ssXz2Hx/Fmo490AC5auxazAINSolf8TsFR5LMX9e3fg7uGFiVNnYsGSFShT1h0zpkzA82dP8uJSqPxYLQAIWjQfdvYOuRvxn8B7R3l9J9Vq1JbpF9mwZQ88vCqgVJlycm28mJgYLJo/C2XdldMHyXSSThnPzMPCwjB23DiYW1hg0cKFmDZtGl6/eoX5C1TjeZ+y2jlOTs4YMmwklq9ahynTZ0EsFmPihDFyzzaU6Xd+rqOIMp+HAkAd70aoUl1xuZwfVLU/6dPHD5g5NQBly7lj0dLVmDx9NqKiIhX29xNR9gRqAn74+W0/vytOEif6TWhpacHMzEzmIxQKMXLkSIwbNw5t2rSBUChEx44dUaxYMejq6sLZ2Vlm8vXbt2/RoUMHmJiYQF9fH+XLl8fVq1el369YsQKOjo7Q0tKCi4sLNm+WfWutQCDAihUr0LRpU+jr62PGjBkAgAMHDsDT0xM6OjpwcHDAlClTkJycnOO4dezYEefOncObN2+k29avX4+OHTvKTT5esGABypQpA319fVhbW2PAgAGIiYmRfh8cHAwjIyMcPHgQJUuWhLa2Nl6/fo1u3bpJV/Lu1q0bzp07h8WLF0MgEEAgEODly5dISUlBz549YW9vD11dXbi4uGDx4sVZhjsiIgIXLlzAnDlzULt2bdja2qJixYoYO3YsmjZtCkCyGjgAtGjRAgKBQPr3s2fP0KxZM5iamsLAwAAVKlTAqVOnpOeuVasWXr16hWHDhknDCACTJ0+Gu7u7TDgWLVokPS8gWXW+YsWK0NfXh5GREapWrYpXr15Jv589ezZMTU1haGiInj17Ij4+XuZ8ma/V4MGD8fr1a2n4FW3LKwdC9sDHtyHq+fjCxsYO/QcNhba2Nk6d+Evh/ocO7IOnVwW0bN0O1ja26NilOxwcnaUPCsRiMQ7t34c27TuhUuWqsLN3xNARoxEe9hVXLv8jPU+zFq3h4loSxU1N4VayFFq16YDHoQ+l6VpXVxfGJibST0SEEG9ev0I9nwZ5di3Sr8neDNfEFgN+8Jp06tIdDo5OOHLogPSaHNy/D23bd8QflavC3t4Bw0aMRnhYGK5cvghA8rKFNauWo1vPPmjQqAksraxgY2OLajVqyfxWn36D0KhJM5iamefpNciJkJAQ+DZoAB8fH9jY2mLQ4MHQ1tbGiRMnFO5/4MABeJUvj9atW8PGxgZdunSBo6MjDh06JLPf169fsWLFCozy94e6urrceTp17owWLVrk6X3xM/aH7EV93wbw9qkPGxtbDBw0BNra2jh5Qn5lHQA4eGA/vLwqoFXrtrC2sUHnLt3g6OiEw4cOAgD09fUxfeYcVK9RE1ZW1nB1dUO/AYPw9OkTfP78WXqejp26oHmLVrCzs8+XeP6onOYJmX0vb/r2LQanThxDj979UNbdA07OJfDnMH+EPryPR6EPAAD1fBqgd79BKF2mHMzMLVCrjjfq1quPyxcv5Evcc9uX4+fxeNIifDpw6vs7FzBisRiHD+xB63adUbFyNdjZO+LPEWMRHv4V17JJJ4dCdsPbtxHqejeAtY0d+g4aDm0dHfx94igAwNbOAf7jp6JCpSowM7dEmXKe6NilF/69ehkpKZLypq5PQ/TsOxilyrjDzNwCNev4oE69BrhySXnpRCwW4+iB3WjZrgsq/FEdtvZOGDh8AoThYbh+OetwHdm/A3XrN0Ft70awsrFHr4GjoKWtgzMnZScua2nrwMi4iPSjaFXSE0dDEBsTjSYtO+R6/HJCmXmHgaEhGjRqCucSLihuaopy7p5o0Kgp7t+/K/0dB0dn1KhVBza2djA1NUOtOt7w8CqPB/fuKgxXXmC5830WnTrh074QfD54CHHPX+DZjJlIiY9H8ebNFO5fvHEjvF23HsJ/LiLh3Tt83L0HwosXYdG5k3SfiIuX8Hr5CoSfOZNf0fglISEhaODrCx8fH9ja2GDwoEHfra+V9/LKcX3Nf9QoufpaSkoKVq5ahV49e6JRo0awsrKCrY0NatTI/4F3OSEWi3Ht1CZUb9wPLh51YWrtgmY95iA64jNCb2Zd5pZwrwPnsjVRxNQORczsUaflMGhp6+Hd89sAgOKWJdBmQBBKuNeBSXEb2Lv9gdothuHJ7TMQpeS8LZ8f0srhNu06o1JqOTwktRy+mk2eezBTOdwvtRw+feKYdJ8mzVujVVs/uLjKvxU8TdMWbSRtw+JmcC1ZGi3bdMDjRw9+qM8jtymzbmJgaAjfRs3g5OyK4sXNUNbdC76NmuPB/Tv5EvecCgnZB19fX3j7+MDGxhaDBg2GjrY2TmRbDpVHq9ZtYGNjg85dusqUQwBQq3ZteHh4wtzcHLa2dujdpw9iY2Px4sULhedUJrFYjCMHdqFVhvraoOHjv1tfO7x/p7S+Zm1jjz4DR0JLWwd/nzwis9+L509wKGQn+g8dI3eOmJho7NiyFoOHj0f1Wt4wM7eErb0TKlRS7iCRfSEh8PX1hY+Pd4YyRwfHsyhz9h84iPJeXmjTuhVsbGzQtUtnODk64uAh2bqrpqYmTExMpB9DQ0Ppd+llTg80atQQVlaWqWVO9TyNa05J0slutGrXGRUrV4edvSMGj5Ckk+zzkl2o59sYdbwbwtrGDn0GjUjNS9LTiXeDpihZ2h3FTc3h4OSC9l164+uXz/jy+aPMufQNDGBsUkT60dLKvxUHldG/pqmpKdOfaFioEK5euYy69Xylfb86OroYMGgo6vs2gnGG1ZOVRVLm7JYpcwaPGPfD6aRvajo5nVrm2Ng5wH/8NFSoVFVa5vh16YV/r16Sljkx0dHYvnkdBg8fJ81P7OwdUeGPqvkS95xSVttHWSTt4b1om6E9PGTEGISHZV83OxCyGz6+DVHXR1IP6T9oGLS1taV1s/T2cH+UdfeEk3MJDM7UHk6jr28gcy9paWll+d3Tx48QExONut6+eXNBsqDsOiwA6OrqyVwLHR3lrQKlzDJHkpesxaAMdRNJXpK/dRNllDvXr12BuoY6+g34E1ZW1nAu4YoBg4bg0sULeP/+HQBAW1tbJp2oqavh7u1b8M6HZ12ZKbPPMSYmCju3rMHA4RNQrZaPtA5bPh/rsMp4HupZviKGDPeHh2d5mJlboNIfVdC8ZVtcvpR+X+ro6KL/oKHw8W0E4yxebJif8qpuAgA+DZqiVOlyqflJCXTo0ksmP6nr0wg9+/4p11d/9dL5PI93dtLqIun5y/fqIiGpaadtav6SVhc5IN2nTl1vdPDrDPdsXlq0dvUKNGnaAm3atoetrR2srKxRvUZNaGpqZXlMflFmuSPJV9PbOGrq6rh35wbq+ij35eK/e71eGeVwmv+uX8PNm/+he6++cr+T1ZgTZZTDymrXNG/RCq6ubtJxOW3atMOjDONylEmZdfqUlBSsW7UUXXv0hW/DprC0tIa1jR2qVq+d6/HMjqqPpejVdyBatmkP5xKusLC0QuduvWBuYYlrVy/nyfVQ5bFaAHD0yEF8+xaD5i3b5En8c4r3jnL7ThS38W4qHM+4culC1KhV97v9C3mB6USWMp6ZX712DRoaGhg4YACsrKzgUqIEBg0ahIsXL+L9+/d5FtecUlY7x7dBI5QuUxampmZwcnJGpy7d8fXLF3z+/CnX4/gzfvfnOpkp83koAPToOxS+jVvC1MwiV+P1I1S1P+np08cQiUTo2KUHzM0t4OhUAs1btcGL589Uoq5PRESkyjhJnOg3FRERgWbNmqFWrVqYNk3yJtWAgAA8ePAAx44dw8OHD7FixQoULVoUgOTtfzVr1sS7d+9w8OBB3L59G/7+/hCJRAAknQ1DhgzBiBEjcO/ePfTt2xfdu3fHmUwTDCZPnowWLVrg7t276NGjBy5cuIAuXbpgyJAhePDgAVatWoXg4GDpBPKcMDU1Rf369bFx40YAQGxsLHbu3IkePXrI7aumpoYlS5bg/v372LhxI/7++2/4Z1qlJzY2FnPmzMHatWtx//59FC9eXOb7xYsXo3Llyujdu7d0RXZra2uIRCJYWVlh9+7dePDgASZOnIhx48Zh165dCsNtYGAAAwMD7N+/HwkJit88dv36dQDAhg0b8OHDB+nfMTExaNiwIU6fPo2bN2/C19cXTZo0wevXrwEA+/btg5WVFaZOnSoNY04kJyejefPmqFmzJu7cuYPLly+jT58+0oGGu3btwuTJkzFz5kz8+++/MDc3x/Lly7M83+LFizF16lRYWVlJw69oW15ISkrCs6ePUS7DGyvV1NRQzt1TbmBYmkehD+TeZO/hVV66/6ePHyAUhsucU1/fACVc3PDooeJzRkdH4dyZ03B1K5Xliuknjx+FhaUVSpUu+0Nx/FFJSUl4+vQx3BVck9Asrklo6AO5lYc8vSpI98/JNXn29AnCwr5CTSDAkEF90bVjW0wOGCvzBjlVkpSUhKdPnsi8UEFNTQ3u7u4IffhQ4TGhDx/CI9MLGLy8vGT2F4lECAwMRKvWrWFra5sXQc8TknTzBO7uHtJtkuvhgdDQLK5H6AO4e3jIbPP0Kp/l/gAQ++0bBAIBDAzkJ3Sqqp/JE3KSNz178gTJycko556eH1lZ26BYseIIzeK8ABAb+w0GGSYVkGr49PEDIoThMv+f+voGcHYpmWV5JEknj1A2wzFqamoo6+6V5TEA8C02Bnp6elBXV1zeAEDstxilppPPn94jQhiGMu4VpNv09A3g5FIST0LvKTwmOSkJz58+Rhn38tJtampqKONeHk9C78vs+8/Zk+jl1wgjBnTGtuCVSMj0Mpu3r19g7/ZgDBw+QVq/yW+qlHeEhX3FlUv/oHSZrOsgz589QejD+yiVzT65ieXO9wk0NGDg5oqIq9fSN4rFiLx6DYZlyyg+RlMTokxvThfFJ6CQh3sehjTvJCUl4cnTpwrraw9DQxUe8zA0VC6deHl5yeyfVl9r3aqVwvra06dPERYWBoFAgIGDBsGvY0cEBAQofLO6Koj4+hYxkV9g71ZFuk1HzxCWDmXx7tmtHJ1DJErBvWtHkJQYCytH9yz3S4iNhraOAdSyKYOUIT3PzVwOu+FRpjIkTXqem7kc9szymJyIjo7C+bOn4JJN2zA/qFLdJDzsK65cOo9Spcv9ZGxy38+VQw8VlENeWe6flJSEY8eOQV9fH/YqsDJLZp8/SdJIxrqXvr4BnL5z3zx/+lhBGimPxxmOSYiPx+J5U9Cr/zAYG8uvgnXn5nWIRWKEh33F0H6d0LdrSyyYPRFfvyhvAE1ameORqczx+E6Z45GpjPXy8pTb/87du2jXwQ89e/dB0NJliIqKkn739OlTfA0Lg5pADQMHDUaHjp0wIWCiypQ5n1PzkrKZ0omzixseZ1GvT08nmev1Xlmmrfj4OJw5eRTFTc1RpKhsH+3aFQvRvUMTjBnWB6dPHIFYLM6FmH2fsvrXMrt25RKio6NQz6f+r0Ypz3ySppMfL4cVlTmPsymHY2O/yZQ5t2+l5Sdf8GffzujdpTUCZ03C1y/Knyid5nds+6Sl9cxpIift4cxpolyGesizJ4+RnJwss09ae/jRQ9l0s3rFYnRu3xyjhvbHqRPHss07Tp04irLunihuavZT8f1ZqlCH3bd7Gzq3b4bhg3sjZO8Opa54pMwy506GvGRI307o06UV5s+alK91E2WVO8lJSdDU0ISaWvpwEi1tycDdh/cVX/e/T5+EtrY2qlTL/xepKbPP8e7N9HQyrF9H9O/aAgtnB+RbOlGV56GApMwxMFDdZxT5VTeR5CfHFNZhM4r99g0GhoV+Mja/Li1/yZx23LNJO5K6iGz+4vGdukhmERFCPHoUisJGRhg1Ygg6+7XBGP/huJ9F3pLfVKGtk+bc6b+gpa2DP6rW+vkI5YLfuV6vzPafUCjE0iULMGzEaGhrf3/yzInjR2FpaYVSpRU/I8grqtKuiY6Owtkzf8PNraRS+17TKLNO/+zpY4SFfYVATQ3DB/dGj06tMHXi6Hwfn6NKz0OB74+lEIlEiIuLg2EelM2qPlbr9etX2LltC4aNGA01Ja+2xntHNfpO0pw5fQJa2tqoUq2mzPbTJ47h08f3aN+x60/H81cwnaRT1jPzpKQkaGhoyPQZpNVX7t//+WepuUFZ7ZzM4uPjcOrkcZiamaFo0WI/fZ7cpAptHWU911FEmc9DVYEq9yc5OZWAQKCG0yf/QkpKCr59i8HZ06dQzt1TJer6REREqowlJdFvSCQSwc/PDxoaGti6dat0gszr16/h4eGB8uUljZ6MK9lu27YNX758wfXr12FiIlmFxMnJSfp9YGAgunXrhgEDBgAAhg8fjitXriAwMBC1a6e/Kc/Pzw/du3eX/t2jRw+MGTMGXbtKOo0cHBwwbdo0+Pv7Y9KkSTmOU48ePTBixAiMHz8ee/bsgaOjo9yK2QAwdOhQ6b/t7Owwffp09OvXT2aic1JSEpYvX45y5RQPUi5cuDC0tLSgp6cHM7P0wUHq6uqYMmWK9G97e3tcvnwZu3btQtu2beXOo6GhgeDgYPTu3RsrV66Ep6cnatasifbt26NsWckknGLFJB0ERkZGMr9Vrlw5mfBNmzYNISEhOHjwIAYNGgQTExOoq6vD0NBQ5rjviYqKQmRkJBo3bgxHR0cAgJubm/T7RYsWoWfPnujZsycAYPr06Th16pTcauIZr5WhoSHU1dVlwqFoW2YJCQlyk+cTExKkg1C+H5dIiEQiGGV6M72RkTHeZlh1PqMIYTiMjOT3FwrDAUgexAFQeM6079JsXL8aRw4dQEJCPFxc3TBhsuIXHyQmJuLcmdNo1aZ9juL1K7K7Ju+yvCZCBdfEKAfXJH2fjx8lLynYvnUTevbuh+KmZti/bzfGjRmBlWuC8+Qhy6+IioqCSCSSW9XAyNgYb96+VXiMUCiUvwbGsuli9+7dUFdTQ7Nmilf4VFVp1+NH7iVhFukmIjVNZJaYmIgNG9aiRs1aClf9VVU/kiekyUneJBSGQ0NDEwYGBrL7GBtneQ0fPriPf86fRcCUmT8VF8o7af9nhTOt4paxfMksOi2dGMkf8+7Na4XHREVGYPf2zfD2bZJlWEIf3MPFC2cwfvLsH4lCrpJej0x5RGEjY0REKL4ekvsmBYUzXY/CRiZ4//aV9O+qtbxRtJgZTIoUxasXz7AteAXev3uNkeMl90VSUiIWz52MTj0GoGhxM3z6qJw3GKtC3hE4ZzquXrmExIQEVKhUGYOGjJT7zR6d2yEyUnLt2/t1gY9v/qxWwnLn+zSNjSDQ0EBSeJjM9sSwMBTO0IbLKOLyFVh26oioGzcQ/+YtClesiCJ16kCgXjDfHZhVfc3YyCjbdGJsZCS3f+b6mpq6epb1tQ8fJW+63rp1K3r37g1TU1Ps27cPo8eMwdo1a2RWgFUFMZFfAAD6hWQfPOoXKoqYyK/ZHvvp7SNsmNUByUkJ0NLWQ5sBS1HMwknhvrHRQlw4vAIeNeTbvcqWXg7L5ylZ5RFp5XDmsiq7cjg7m9avwtHD+5GQEI8SriUxfpJy62uqUDdZMGcqrl29iMSEBJSvWAUDhoz6majkifRyyEhmu5GREd5kWw7J75+5XL929SrmzJmFhIQEmJiYYPqMmShcuHBuBj9XRAgl5Yt82WqSZX0tOsv6mjHeZaivBa8NgotbaVT4Q/Fq2J8+vodILMK+3ZvRvfef0NM3wI7NazAtYDgCg4Khqan5K1H7KXmVJsp7eaFqlSowMzXDhw8fELxxIyZMnISF8wOhrq4uLXO2bN2KPr17w9S0OPbuC4H/mLFYt2a10sscYVo6Mc5crzf5Tv6aoiB/NZHLS/46HIItG1YiPj4OFlY2mDhjgcz/f7tOPVGmnCe0tLVx+8Z1rF2+EPHxcWjUtHVuRC9byupfy+zkib/g4VleZQaYKZKWFoyM5fOG76WTzNer8HfLnE2ol6HM+fThA8RiEfbu2ooefQZDX18f2zatw5QJI7Bg6Xql5CeZ/Y5tn/Q0If//+916iIJj3qamCaFQmGV7OGPe26FTd5Qt5wFtHW3cuvEvVi1bhPi4ODRu1lLud8PDvuLGv9cw3H/Cj0f0Fym7DtuoaUs4OpaAgaEhQh/ex5bgNRCGh6FH74E/dJ7coswy59OH9xCLRdi3awt69PkTevr62L5pLaZOGIH5SzfkS16irHKnbDkPrFuzEvv27ESTZi2REB+PTRvWAgDCM/VHpDl1/Bhq1KqTo4lsuU2ZfY5pddj9uzeja+8h0NPXx87NazAjYBjmBW2ERh6nE2U/D03z4f07HDm0X+Fqt6oir+smfx0OweYNq6T5yaQZ87PMJyR99X9j3OQ5PxudX5aWduSeh2abdhS1dbK+fopkfG7co2cf2Ds64e/TJzFhrD+WrVgNC0urH4tILlN2Wyejv08cQfWa9ZSSr2b0O9frlVUOi8ViLF4wF74NG8O5hAs+fZJdgTEzyZiTv/NlzElmym7XbFi/FocPHUBCQgJcXN0wafK0X4hN7lFmnf5Taj67c+tGdO/dH8WLm+FAyC4EjB2KZas359v4HFV4HpomJ2Mp9u/dhfi4OFStXjPLfX6WKo/VSkpKROCcGejWsw+KFTeVHqMsvHeU33eSkaSNV1emLvL+3VtsCl6LmXMXya0unV+YTtIp65m5e7lyWLNmDfbs2YNmzZohPj4e6zdsAACEh+e8bZAXlNXOSXPk8EEEr1+D+Ph4WFpZY9qMOSrRFw0ov62jzOc6iijzeagqUOX+JFMzc0yZMQdzZ03F8qCFEIlEcHEriYlTZv1YJImIiH5DBXM0MBH9knHjxuHy5cs4cOCAzIDC/v37Y8eOHXB3d4e/vz8uXbok/e7WrVvw8PCQThDP7OHDh6hatarMtqpVq+JhplV30yagp7l9+zamTp0qXVXbwMBAukJ3bGxsjuPUqFEjxMTE4Pz581i/fr3CVcQB4NSpU6hbty4sLS1haGiIzp07IywsTOa3tLS0pJO0f9SyZcvg5eWFYsWKwcDAAKtXr5au7q1Iq1at8P79exw8eBC+vr44e/YsPD09ERwcnO3vxMTEYOTIkXBzc4ORkREMDAzw8OHDbH8rJ0xMTNCtWzfUr18fTZo0weLFi2VWIX/48CEqVaokc0zlypV/6TezMmvWLBQuXFjms3rlsjz5rbzQolU7LAxaiSnT50BNTR2L5s9R+Oa7K5f+QVxcLOrU81FCKPOHWCQCALRp74cq1WrAybkEhgwfBQEEuHjhvJJDlz+ePHmCgwcOYPiIEUpbuVZVJScnY/as6YAYGDjoT2UHJ1tnz5xCu5aNpJ+UlGRlBwkA8OrlC8ycGoD2fl3g4Vn++wdQnjp35iT8WvlKP/mRTmJjv2HG5LGwtrFFu47dFO7z6uVzzJ42Hm39usLds4LCffLChTMn0KW1t/STkpx316OebzO4e1WCjZ0jqtf2wcDhE3D98nl8/PAOALA9eBUsre1QvXb+rrSninlHz94DsHDJSoybOA0fP7zH+jUr5PaZNW8R5i9ejv6DhuLQgb04f/ZvJYQ09xWkcic3PZ83D3Gv38Bz315UuXYFjmP88fngQWk9jST1tQMHD2LE8OFZ1tfSrle79u1RrVo1ODs7Y9jw4QCACxcu5FtYs3L3yiHMHugp/Yh+Ib8pamaPPhND0HPcTnjVao+D68fgy/uncvslxMVg+5K+KGrhiJpNB/1K8HPFuTMn0aFVA+knWQXy3Oat2mN+0GpMmj4PampqWDJ/Vr6+FV0V6ybdew9E4OLVGBMwA58+vseGNcvlT/J/qGy5cghauhyB8xfA08sLs2fNREREhLKDhQtnTqBTax/pJzmP6mvXr/6De7dvoFvvrMtfsViElORk9OgzBO5elVDCtRSG+E/Ch/dvcf/OjTwJl7LUqlkTlf/4A/b2dqhSpTKmTJ6Ex48f487duwAAsUiST7Rv3w7VqlWFs7Mzhg8fBgGA8xf+yffwnj9zAp1a1Zd+8npF2eq1vTFvyVpMnbMEFhZWWDBrEhIT018m2aZDV7iWLAMHxxJo0aYjmrXqgIN7t+dpmFTJ169fcPPGv/D28VV2UGScP3MSHVv5Sj/5VebMnDwmtcxJfzmtWCxCcnIyevb9Ex5eFVHCtRSGjZ6Ij+/f4t6dm3keLlWgCm2fc2dOoX3LhtJPshJXowaAdn6d4VaqNBwcndGyTQe0aN0eIXt3Ktz371MnoG9ggEqVqyr8PjepWh22WYu2KF3WHXb2jvBt2BTdevXH0UMhSEpKzJffV6UyRyQWIzk5GT36/gn31Lxk6OhJ+Pj+Le7/n+clNrZ2GDrcH/tD9qBNi0bo0rEtTM3MYGRsLLNSWJrQhw/w5s1rePs0yJfwqVKfo1gsRkpyMrr1GZpahy2NIf6T8eH9W9z7P6vDZiXs6xdMDhiDKtVq5NuLJnMiv+smmfOT+bMmy9Rh07x++Rxzpo1DW79u+dpXryrS2jq+DRqhno8vHB2d0LtPf1hZWeHkieP5Hh5VKncyevTwHt6+eYU6Pvl/T7Fer3yHD+5HXFwsWrftkKP9L/8fjzn5XrumZas2WBK0AtOmz4K6mhoWzJ+rlBUpValOLxZLnmO0btcRlavWhKOzCwYPGw0BBLj0z9k8+11VfB4K5Gwsxbkzp7Fj22aMGhsgN/GpIMq7VpsAAQAASURBVMvJWK1NG9bB2toGtevUU0oYee+oXt9JmtCH9/H2zSvU82ko3ZaSkoIFc2egQ8eusLSyzrewMJ3kr5w8M7e1tcWI4cOxLyQEzVu0gF/HjjAzM4OxsTEECvoMfie1atfF4qAVmDVnPiwtLfE/9u46LKqljwP4d+mQVlq6TUTs7qvX7u7uFhUDbDGxCxTs7u6r93q9KnZ3g7CAKCm8fywsLLsgKssur9/P8+zzyO45u2fGOTO/mXPmzNzZM5CUVDBjatkpW19H0dd1lOl6KInkNJ4kjIrC8iULUKduAyxYsgKz5i6Cupo65s6artDV54mIiAoDriRO9JvZtm0bAgICcPjwYTg7O0t89scff+Dly5c4cuQITp48ibp162Lw4MEICAiAtrZ2vvy+rq7kU13j4uIwffp0tGolvVKDlpZWnr9XTU0NXbt2xdSpU3HlyhXs3btXapsXL17gzz//xMCBAzFz5kwYGxvjr7/+Qu/evZGUlAQdHR0AgLa29k9N4ty2bRvGjBmDBQsWoHLlytDT08P8+fNx5cqVXPfT0tJC/fr1Ub9+ffj6+qJPnz6YOnUqevTokeM+Y8aMwcmTJxEQEAAnJydoa2ujTZs23x1QUFFRkeokJScnS/wdFBSEYcOG4dixY9i+fTsmT56MkydPolKlSrlnQD7z8fHBqPQJFxlevInI8/76+gZQUVFBdLYnkEVHC2GUw8MODI2MER0tY/v0p2JnPGEwWiiEsbGJxDb2Do6Sv29gAH0DA1hZF4e1jS16d+uAhw/uwc29hMR2J48fQfkKlaSevC0PueWJobHsCx2GRkYy8iQ6D3kSDYf0PDFKf9/Gxlb8ubq6BszNLRAREf6Lqcp/+vr6UFFRkXp6XbRQCGMj2flkZGQkna9CoTh/7t65g+joaHTv1k38eWpqKtatW4d9+/YheOPGfE5F/snIjx85l4xyKDfZy3nGRd3w8HDMmj1PKVY0yk2FilXg6uou/juj/sxLnZAhL3WTkZExUlKSERcXJ/EU32ihUCoPX716Ad+JY9DgjyZo17HLryWQ8kWFilXhIqOcxAijZJQT2Suy6mWUk2xPJo2Oli4D8V+/wt93HLS1tTF+sj/U1KS7eK9fvcC0SaNRv1FTtO3QTepzeSpfsRqcXT3Ef2fcUBwTLYSRcVHx+zHRQtjZy84P0Xmjiphs+RETHQVDIxOZ+wCAU/rvfnj3BuYWVrhz6xpevXyGjs3OAQDSIIqJ+nT6Ey3bd0O7zr1/PIF5oIx1h5GxMYyMjWFd3AZ6enrwGTsC7Tp2kTgeM3MLAICdvQOihUJs3bwRNWrV+Zks+CFsd74vWRiNtJQUqBtLln8NExMkRcpeHTpFGI0Ho0ZDoKEBdQMDJEVEwHbYUCS+fVsQh5zvcorXhNHRuZYTYbbJmMLoaHG8dufuXURHR6Nb9+7iz7PGaxuDg8UPTbOxsRFvo6GuDgtzc4RH5L2vIi8uZWvDyj7zgWcpKaI690tsJPQMTcXvf4n9BPPi7lL7Z6WqpgFjM1H8bmFXEu9f3MG/pzahSTc/8TaJCXHYsrgPNLV00W7wMqiqKf4p6KJ2WEa7I7POzb0djpHRN/yZfpu4b2hVHNbFbdG3ezuZfUN5UcbYxMjYBEbGJrAubgs9PT1MGjcMbTt2kzgeRclsh6Il3o+OjoZRDv1mUTskY/ts/UctLS1YWlrC0tISbm7u6NunF04cP4Z27Qt+laesylesJo6bACAlI1bJFq9FR0fBzt5Zan8go4zIiteE4njtzs3r+PjhLXq0byyxTcBsX7h7lMb0OYEwSt/W2sZO/LmBgRH09Q3wKeLjzyfyF8izTGRlYWEBA319vHv3Hp5ly8I4/buztznm5uYKGUvxzhbXp2SJaSXj+ijY5VqXqMqoX6Ok6hJd3SLQ1S0CC6vicHYtgR7tm+DfyxdRrZbsG1adXT2wa9tGJCcnQV1d46fSmFeKGl/L6tSJ49DT00eFSlV+KS35zbtiVTjL7PtEiccHgfT+33fKSfb8ismhzZnhOxZa2joYN3mGRJuT8XvFs4xHGhgYQk+B9Ul2v0Pfp0LFKtniEFFslr2sx+QlDhFKl4nM/rBRjv3h3OpeF1d37NgaIlV3pKWl4fTJo6hVp36BrPSjjDFsVi6u7vj27RvCP36AlbXN93f4RcrU5mTWJXbi7TPqkogCqksU2e7UrF0XNWvXhVAohJaWFgQCYP/e3eIxo6xOHD8CewdHODm7/FxCf5AyjTkayohh9dNj2MgCKCeKvh4aGfkJkyeMhpt7CQweJnldV9EKOjbJqE8srazh4uqB7u3/xJXLF1E9SwwrGqsfhXqNmqJNAY/VZ5dRdqSuh0YLc+zrGMrs6/xYW5NRLrPGaQBgXdyGfZ0sTh8/BDsHZzg6u/5S+n4G4/pMimqHb928gYcP7qN1c8mHr4waPgg1a9fFyNHjJd4/efwovCtUyjX2lRdF92syFpywsrZGcRsb9OjWGQ8e3Ie7u4fUtvKkTDG9rPE1dXUNmJlbICJcfvWsMl4Pzcu9FBfOn8GypQsw3mcKynp6/UCK806Z79W6dSsML188x6U/JR8y0aVDK7Tr0BmdunSHPPHcUd6xk5PHj8DewUmijxcfH48njx/i2dPHWLNyKQDRGEpaWhpa/VkP02bMQ+my5X40C76L5SRnirpmDgC1a9dG7dq1s4wZCLB3715YmJvnXwJ/gqL6ORl0dXWhq6sLSytruLq5o2O7Vvj78l+oWQD32mSnrH2dDAV5XQdQruuhykCZx5OOHNoPHd0i6NE7c3XxkWN90LtbBzx6eB+ubgUb6xMRERUmv/cjm4h+M2FhYejduzfmzJmDhg1lr6BYrFgxdO/eHaGhoVi8eDHWrFkDAChdujTCwsIQFRUlcz93d3dcunRJ4r1Lly7BwyP3YLxcuXJ4+PAhnJycpF6ynkSfm169euH8+fNo3ry5zMGra9euITU1FQsWLEClSpXg4uKCd+/e/dBvZNDQ0JB6stqlS5dQpUoVDBo0CJ6ennBycsLTp09/+Ls9PDzw5csX8d/q6uoyf6tHjx5o2bIlSpUqBXNzc7x48eK7x1isWDF8+PBBYqJ4WFiY1DF4enrCx8cHly9fRsmSJbFlyxYAov/n7JPe//nnnx9OY15oampCX19f4qWhqZnn/dXV1eHo5IJbNzOfIJ2amopbYTdy7CS6unngVpjkU/3DblwTb29mbgEjI2Pcupm5zdevX0Qdz1wuMmU8nTX7hPyPH97j9q2wAltZQV1dHU5OLriZ5fgz8sQthzxxc/PArTDJp3CH3bgm3j4jT25myefseeLk7Ax1dXW8efNGvE1KSgo+hn9AMVNTKBt1dXU4OTvjZpZzIzU1FWFhYXBzlz2Zxs3dXepcunHjhnj7OnXrYvmKFVi2fLn4ZWJigtatW2PGzJnySkq+EJUbZ9y8GSZ+LzU1FTfDwuDmlkN+uHkgLFu5uXHjusT2GRd13717i5mz5kBfX18ux5+fdHR0YGFpJX4Vt7H94TohL3WTo7Mz1NTUJOqjN29eIyIiHG5ZvvfVyxeYPGE06tRtgK7d5TO5lX6cto4OLCytxa/iNnYwlFFOHj+8l2N7JConrhJlQFROrkns8/XrF0z3HQM1dTX4TJkFDQ3pdvLVy+eY4jMStes2ROfuffIxpXmjraMDc0tr8cvaxh6GRia4HfafeJuvX7/gycN7cHYrKfM71NTV4eDkgts3r4nfS01NxZ2b1+DslvMEuxfPHgPIvAA+auJMzFsajLlLgzB3aRD6DxXdRDN97nI0bCL9wKL8omx1R3YZK7dkj1OySk1LFV8gkTe2O9+XlpKCuPsPYFAxy0pDAgEMKnjj863bue+blISkiAgI1NRgUrcuIs+dl/PRyoe6ujqcnZwQdvOm+L2MeM3dzU3mPu5ubjLjtYzt69apgxXLl2P5smXiV0a8NnPGDACZce1bqbg2HKZKENdqahWBsZmt+FXM0glFDIrh+f2/xdskxsfh7bNbsHIs+0PfLVq1J/OhZInxcdi8sDdUVdXRfsgKqKnnva8mT9pSda6dzDr38cP7cM2hDRHXudna4dth13PcJ68y+oYFVacCyhebZJeaPj6RUkArU35PRjsUlq0dCsu1HXKX6D8C0u2QLKmpabm2vwUlexmxTi8jd8IyYy9RvJb7eSMrXrt98xpc0vdp0bYzAgKDMX/pBvELAHr0GYpBI3wAAK4epQAA7968En/P58+xiI2NQTFTxdxYlNnmhInfy1ubc1PivetZ2hxZIj59Quznz+LJ4TmPpSimzcmpnGT9P8+oX11yiOvF5SQsWzn5bv2ahjTkfr68ePYYRYroFciNRIoaX8uQlpaG06eOoXbd+jIfxKFIObU5t3+iHc5eTm6FXRfXJxnf4+c7Gmrq6jLbHLf0+uTtm9fi9z5/jsVnBdYn2f0OfZ+8xmZ56w9nP+euZ+kPu0j1h9++eYWIiHC45vJgnufPnsisO+7cvon3795KrJYlT8oewz5/9gQqKiowMCiYSUfK1ObkXpeY/UIq807R7Q4gusFTW1sbFy+cg7q6htTkmfj4eFy6eB71GxbMtS5AucYcZcWwcekxbNECaHMUeT008lMEJo8fBUdnFwwbOfaHr+3LW0HGJtKkY9hXL59jqs8I1KrbEJ279/3l9P2qjPole9m5mUvZcXPzwE2p+uX7/d+szMzMYWxiIjG+BgDv3r5hXyddfPxXXP7rLOoWUCySHeP6TIpqh/sNGIwly1aLX1P9ZgEAxk2YjK7de0l894cCvuckO2Xq16Tm4XqXvChTTO/o7AJ1dXWJ2CQlJQXh4R9hKscYVtmuh+blXooL584gcNF8jBk3CeUryG/hFGW+V2vCpKkS9c2Q9Elac+YvRuM/m+VD6nPHc0c5x05EfbxzqJetj6ejo4MlK9Zj0bK14lfDxk1hZV0ci5athcsPxIQ/guUkZ4q6Zp5VxpjB+QsXoK6uDk9Pz/xL4E9QVD9Htu9f25AnZezrZFWQ13UA5boeqgyUeTwpMTFBaqG/jG0yYn4iIiKSTbnuICEiufn06RNatGiBWrVqoUuXLvjw4YPE56qqqggMDISXlxdKlCiBxMREHDp0CO7pExw7duyIWbNmoUWLFpg9ezYsLCxw48YNWFpaonLlyhg7dizatWsHT09P1KtXDwcPHsSePXtw6tSpXI9rypQp+PPPP2FjY4M2bdpARUUFN2/exJ07dzBDxqBCbtzd3fHp0yfxiuDZOTk5ITk5GYGBgWjatCkuXbqEVatW/dBvZLCzs8OVK1fw4sULFClSBMbGxnB2dsamTZtw/Phx2NvbIyQkBFevXoW9vb3M74iMjETbtm3Rq1cvlC5dGnp6evjvv/8wb948NG/eXOK3Tp8+japVq0JTUxNGRkZwdnbGnj170LRpUwgEAvj6+iI1/WbzrPtduHABHTp0gKamJooWLYpatWohIiIC8+bNQ5s2bXDs2DEcPXpUfEHl+fPnWLNmDZo1awZLS0s8fPgQjx8/Rrf01Y+HDx+OHj16oHz58qhatSo2b96Mu3fvwsHB4afyUd6at2yDJQvnwsnZBc4ubji4fzcSEhNQr77oIQmLAubAxKQouvUUTZpr2rwVJo0fiX17dqC8dyVcPH8WTx8/wuChokFwgUCApi1aYce2zbCwtIaZmTm2hATB2KQoKlWuBgB4+OA+njx+CHePkihSRA8f3r/D5pAgmFtYSk3QOnXiGIyMjVGufIUCzJPWWLxwHpycXeHi4ooD+/cgITEBdes3EueJsUlRdM+SJxPHj8LePTvh7V0RF86fxZPHjzB46EhxnjRLzxNLSyuYmZljc0gwjE1MUKlyVQCAjo4uGjVuiq2hG1GsWDEUMzXD3l07AADVqtUUH9u7d2+REB+PaKEQSYmJePb0CQDRk8ELYsWWrFq2bImFCxbA2dkZLq6u2L9vHxITE1G/fn0AQEBAAExMTNCzZ08AQPPmzTF+3Djs2b0b3hUq4Pz583j8+DGGDhsGAOIHHWSlqqoKIyMjWFtbi98LDw/H58+fEREejtTUVPGDJiwtLaGtrV0QSZepRcvWWLRwvig/XNywP73cZJxLCwLmwcTEBD16ii6uNWveAhPGj8GePbvg7V0BF86fw5PHjzBk6HAAogHy2bP88fTJY0yZ5o/Ub6kQpj+EpIienvj/Ozw8HHGfPyMiQpQfz9Lzw0LB+ZEhL3UCAPj6jEGlKtXQpGkLAN+vm3R1i6Begz+wYe1KFNHTg46OLtasCoSru4d4UO3li+fw9RkDz3Ll0bxlW3H+qaiqwMDAsEDzIT+o6upA1ylzJSIde2vol3FDUlQMEl6/V+CR/TqBQIA/m7fBrm0honJiboGtIethbFwUFbKUk6kTR6Fi5Wpo3FQ0Wblpy7YIXDgbTs6ucHZxx8H9u5CYkIA69UUX4r5+/YLpk8cgKTERI8ZMwtevX/D1q+ghM/oGhlBVVcXLF88wdeIoeJbzRtMWbSGMigQAqKiqKqycCAQCNG7eFnu3b4SFVXGYmllge+g6GBmbwLtydfF2/hOHw7tyDTRq2hoA0KRFB6xYNBOOzm5wdHHHkf07kJgQj1r1mgAAPrx/i0vnTsLTuxKK6Bng1Yun2LR2KdxLloVt+mpB5hZWEsfyOTYaAGBV3Ba6RfQKIPUiiqw7/rt6BdFCIZxdXKGlrY3XL18gaP1quHuUhJmZ6Iaqwwf3oZipKazTVwe7e+cW9u3eiT+btSywPGK7833vQkPh7DcdcffuI+7OHVh26gRVbW2E7z8AAHD2n46k8Ai8DFwGAChSsiQ0TIvhy8NH0DQthuL9+0OgIsDb4I3i71TR1oZ28eLiv7WsLKHr4oLk2FgkZes/KoOWLVtiwcKFcHZ2hquLC/bt3//deG3c+PHYvWcPKnh7i+O1YUOHAshbvKaro4PGjRsjJDQURYsVg5mpKXbt2gUAqF6tGpSNQCBAhXrd8NfhVTA2s4NhUSuc27cUeoamcPPMfGJ3SEAPuJWrB+86opU0Tu9eAKdSNWBgbIHEhC+4c+UQXjz8F51HrAOQPkF8UW8kJ8ajRZ/5SEyIQ2JCHABAR88YKiqqBZ/YHGS0wzu3hcDC0gpm5hbYErIBxsZFUTFLnTtl4ihUqlwdjZuK6rpmLdti6cI5cHR2gbOLOw7t34WEhMx+EwAIo6IQLYzC+/dvAQAvXzyDtrYOipqaQk9PH48e3EvvG5aCrl4RfHj/DltDNsDcwjLXh4zJmyJjk2tX/0F0tBBOzq7Q1tbGq5cvsGnDKrh5lISpmfRqhIrSsmUrLFwYkN4OuWL//r1ISExA/fqi1VQWBMxPb4dEN+WK2qGx2LNnd5Z26DGGprdDCQkJ2L5tKypWqgRjI2PExMbi8KGDiIz8hGrVq+d4HIoiEAjQpHk77N6+EeZW1jnGa9MnDkeFyjXwR3q89meL9li+aBYcnd3g5OKOw/t3IjEhHrXriW5qNzIyEa+ykVXRYqYwM7cEAFha2cC7UjUErVmK/kPHQltbF1s2roaVtQ1KlM7/FUjyqlXLlgjI0ubs3b8fCYkJaJDe5swPWAATExP06tkDANCieTOMHT9B3OacO38Bjx8/wfD0Nic+Ph6hW7agWtWqMDIywvv377F+wwZYWljAy0s06UpXRwdNGjdGaOhmFCtWDKampti1azcA5WhzROWkLXZv2wQLS2uYmltgW8h6GBmbSNQl0yaOQMXK1cXlpGnLdli2cDYcnV0ly0l9UTn5+P4dLl08gzKe3tA3METkp3Ds27kZGhqaKOctuln3vyuXEB0thIurB9Q1NHDrxn/YsyMUzVp1KLD0K2J8LcOtmzfw8cMHNMhhIt6rVy+RkpyMuM+fER//VTy+5uAoeyUQeRK1OW2xS1xOzLE1ZIOMcjISFSpXz9LmtEPgwtlwdHaDs4sbDu3fhcSEeIk2x2/yGCQmJmD4mMky2xxLq+LwrlQNG9YEYsCQMdDR0UHoxjWwtLZBydKKvVExK0X1fRRF1B9ujZ3bQmFpaQVTMwtxf7iiRH94dHp/WBSbNW/ZFksWzkmPQzL7wxnnXEZ/OGjtCujp6UFbRxdrVy2V6A//e+UyYoRCuLh5QENDA2E3/sOu7VvQonU7qeM8dfwIXFzdYWsn+9qOvCkyhn1w/y4eP7yPkqXLQltbBw8f3MWGtStQo3Y9FNEruLGTrBTZ5mTUJUFrlqL/kDHQ0dHFZnFdUnCxiaLanUMH98HdvQS0tLQRduMagjasQfcefSRWnQOAixfO4du3b6hVW/bKUAVBkWOOllY2KF+pOoLXLEG/oeOgra2LrRtXFWgMq4jroZGfIjBpwmgUMzVDz979ERsTIz6erCtOvXr1AinJKfj8fxybfHj/Dpcl6pMI7E2vT7zS65NXL55h6sSRKFvOG01btFOKsXogIxaZBydnF4n+b0bZWRgwFyYmRdFdHIu0hM/40di7ZyfKe1fERXEsMkL8nZ8/xyIiPBxR6WnMmAxuZGQMI2NjCAQCtGrdDltCN8LewQH2Do44c+ok3rx5jQmTphRsBsigyHYnw+ULZ5D67Rtq1JZc1VVRfve4XhHtcPaH0WilX58wt7BE0aLFJD7LvOfEG4qiiH7Nwwf38ejxI5TwKIkiRYrg/ft3CA3ZCAsLS/F9boqkyJheR0cXDRs3w7bNwShazBTFTM2wb/d2AECVarUKNA+U+V6K82dPY8nCuejTfzBcXN3F22hoakBXVzLezQ/Keq+WhYWlxHHGxopiOuviNlJxf0HguaPYsZMMf104i9Rv31Czdn2J91VUVKTGSgwMDKGuoVGgYygsJ5IUcc0cAA4cPAgPd3doaWnhxo0bWL9hA3r26KGQuiM7RfRzPrx/j4sXzsGznJe4X7hr5zZoamigvHfB3Rucm9/9uk52irweCgDv371BQkI8ooVRSEpKxPP0hxJaF7crsHF8ZR1PKu9dCQf27ca2LZtQo2YdxMd/RcjGDTA1NVPIeBIREVFhwkniRL+Jw4cP4+XLl3j58iUsLKRvvLW1tUWfPn3g4+ODFy9eQFtbG9WrV8e2bdsAiFalPnHiBEaPHo3GjRsjJSUFHh4eWL58OQCgRYsWWLJkCQICAjB8+HDY29sjKCgItWrVyvW4GjZsiEOHDsHPzw9z586Furo63Nzc0KfPz610aWIi3bnKUKZMGSxcuBBz586Fj48PatSogdmzZ4snQP+IMWPGoHv37vDw8EB8fDyeP3+O/v3748aNG2jfvj0EAgE6duyIQYMG4ejRozK/o0iRIqhYsSIWLVqEp0+fIjk5GcWLF0ffvn0xceJE8XYLFizAqFGjsHbtWlhZWeHFixdYuHAhevXqhSpVqqBo0aIYP348YmNjJb7fz88P/fv3h6OjIxITE5GWlgZ3d3esWLECs2bNgr+/P1q3bo0xY8aIV4zX0dHBgwcPsHHjRkRGRsLCwgKDBw9G//79AQDt27fH06dPMW7cOCQkJKB169YYOHAgjh8//sN5WBCq16yN2NgYbAkJhlAohL2DI6b6zYGhkagz+SkiHCoqmU8cc/cogdHjJiF00waEBG+ApZUVfHz9JAYyW7XpgISEBKwIXIgvcXFwL1EKU/1mQ0ND9EQ7TU1N/H3pIraGBiMhIQFGxiYo5+WNdh06Szz1LjU1FadPHUedeg2hqlpwkyiq16yNmCx54uDgiGl+s2FkJFoFJCIiHIIsT2YT5clEbN4UJM6Tib7Ts+VJeyQkJGB54CJ8iYuDR4mSmOY3R5wnANCzdz+oqqpiYcAcJCUmwcXVDTNnB0jcWLZsyQLcuX1L/PeIoQMAAGuDQsUT1wpKzZo1ERsTg5DQUAijouDg6Ag/f//MfAoPh0qWp9V5eHhg3Pjx2LRxI4KDg2FlZQVfX1/Y2dn90O+GhoRIPFxj6JAhAIA5c+eidOnSv56wn1SjZi3ExMYgNGRTerlxgJ/fTIlyk/1cGjvOByGbgrEpOAiWVpaY5DsNdunlJjLyE678I1rRctiQgRK/NWvOfJQuXQYAsDl0I06fOin+bNjQgVLbKNr36gRAdINQ1gGt79VNANC73yAIBALMnTkdycnJ8PQqjwGDhos/v/zXBcTEROPc2VM4dzazzJiammFt8BY5pzr/GXiVROXTIeK/PQJE7eDrTXtwq7fyPEXzZ7Vs0xGJCQlYFRiAL1/i4O5RCr7+8yRWRPjw/q34oisAVKtRB7Ex0dgaGoRoYRTsHZzg6zdPXE6ePXmExw/vAwAG9eks8XurNmyFqZkF/r50HrEx0Th/9iTOn808l4qZmmF10HZ5JjlXzVp3RmJCAtYEzsPXL3Fw9SgFH78FEvnx8cNb8SRuAKhSoy5iY6KxI3QdooVRsHNwgo/fAnF+qKmp4fbN/3DkwA4kJiTApKgpKlSphVYduhd08vJEUXWHhoYGThw/jA1rVyA5ORlFixZDparV0bptR/E2aWlpCAlej48fPkBVVRXmFhbo3qsvGv7xp5xzJRPbne/7dOIk1IyMYDNwADRMTPDl4SPcHTwUyek3sWiam4tXiQcAFU0N2A4eBC0rK3z7Gg/hpb/w2NcX3+LixNsU8fBAqXVrxH/bjxkNAPh44CCeTJ1WMAn7ATVr1kRMbCxCQ0IQJRTC0cEB/n5+4nISHhEhEdd6eHhg/Lhx2Lhp0y/Fa31694aqqioCAgKQmJgIN1dXzJk9G3oKmjDxPVUa9UFyYjwOb5qChK+xsHH2QqcRayVW/hZGvMLXz0Lx318/R2H/+vGIi4mAprYezKxd0XnEOjiUEN1Y9P7lXbx9Jnoi/fKJkjerDp1zCoZFraFMWrbpgISEeKwMXJClHZ4rXedKtcMx2BYaDKEwCvYOjpjiN1eizj1+9AC2b8l80MKk8aL6duiI8ahTvxE0tbTw9+WL2Lo5GIkJ8TAyNoGnVwWMad+lwJ6InhNFxSYaGpo4dewQgtYuQ0pyMkyKmqJSlepo1bZTAaQ672rUrJneDoVkaYdmZOs3S/YHx44bj5BNG7ExOBhWVpaY7DtFXL+oqKjg9ZvXOD3zFGJiYqGvrwdnFxfMmx8AW1s7BaTw+5q37oSEhHisDpyPr1/i4OZRCpP8ArLFa+/wOUsZqZoer20PXS+O1yb5BUicN3kxZNRkBK8NxOxp4yBQUYFHybKYND1AoSsm16xZAzGxMQgJCRWXiRlSbY5kmRg/biw2bgpBcPBGWFpZYYrvZIky8fz5C5w6dRpfvnyBsbExvMp5olvXrtDIcuNHn969oKqqgvkBC5CUmAhXV1fMmT1LadqcFm06ITEhAavT6xI3j1KY7J+tnGSrXzPKybbQDTLLibqGBu7fvYnD+3fiS9xnGBgawb1kGcwMWAEDQ1F+q6qq4dihvQheGwikiR4G1b3vYNRr2LTA0q6o8TUAOHn8KNzcS8C6uA1k8ZsyEeHhH8V/Z4yvHTiS+8Nc5aVFm45ISIgXtzluHqXg6z8/W5uTvT6pg5gs5cTewQmT/eZna3PuAQAG95FsQ1Zu2CZ+8Miw0RMRtGYZZk0bD4GKCkqULANfv/lKtQK7ovo+itRSRn94Sraynr0/XK1mbcTERmNrSFCW/rBkbNar32AIBCqYO3OauD/cf9AI8edqqmo4cmg/1q9dAaSlwdzSCr36DkT9Rk0kju/Llzj8ffki+vQfLL9MyANFxbDq6ur468IZbNsSjJTkZJiaWaBZizZo1rJtAaQ6Z4pqcwBg6OhJCF4TiNnpdYlHyTKYXMB1iaLanccPH2Br6EbExyfAunhxDB4yArXrSk4SAIBTJ46icpVqCr8RXJFjjoNHTcamtUsxd9pYCFRU4F6yLHymLyiwcqKI66FhN67h/bu3eP/uLXp1k7ype/+R0+J/+2eLTUYO7S+1TUGSR2yioaGBe3dv4dD+XeL6xKNkGcwKWC6uTzLG6i+cPYkLEmP15lilwLH66jVrISY2GptDNorrl+l+s3Ls/7p7lMCYcT4IFcciVpjkO02i7Fz5528sWRQg/nve3JkAgI6duqJTF9F9Gc1btEJSUhLWrVmFz58/w97BAX4z50pNVFMURbY7AHD6xGFUqFKjQB9u+z2/c1yvyP7f96SmpuLMqROoW8D3nGSniH6NpqYW/r70F7aEbkJCQgKMjY1Rzssb7Tt0UvjYawZFxfQA0L3XAKiqqGLxgtlISkyEi6s7/GYtKPAHPynzvRQnjh3Gt2/fsHrFUqxesVS8TZ16DTB81Ph8zwtlvldL2fDcUdzYSYZTJ46gUpXqCu/j5YblJJOirpk/evgQoaGhiI+PR/HixTF0yBDUrVs3P5P20xTRz1HXUMfdu7dxYP8exMXFwdDQCCVKlsK8BUtgmC3eV6Tf+bqOLIq8Hrpq6VzcuxMm/nvcMNHDyZev31FgD1dX1vGk0mU9MWrcROzdtR17d22HpqYWXN09MNV/DjQ1NUFEREQ5E6SlpaV9fzMiIiLFe/D0jaIPQekIwGY8OzVBsqIPQemkpinPao7K4huYJ9k9dVOOwXplYnf/nKIPQakkpynPjfTKQkslUdGHoHRU8U3Rh6B0wtu0UvQhKB2L9JUKKNPldw6KPgSlU87ivaIPQemkQfD9jX4zmoIERR+CUvmaqqvoQ1A6eiqx39/oNxOXprw3gSqKhiBJ0YegdJLTFLvitDLSFLD/l10Kn0UuJS2N8Vp2HIeVxDZHWnyqlqIPQelwzFFaCsempbA+kZaYxpvFs+O9BNLUeS+BFBWkKvoQlAr7w9JUBCwj2bF+lfaN9yVJEQhYTrLjuIk0LUG8og9B6aSAbXF27OtIYl0iTUOFYwTZuTkq1+IGRIrwrEfBLQpEpGwcgg8p+hAUQuX7mxAREREREREREREREREREREREREREREREREREREREZGy4CRxIlJamzdvRpEiRWS+SpQooejDIyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIlIINUUfABFRTpo1a4aKFSvK/ExdXb2Aj4aIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhIOXCSOBEpLT09Pejp6Sn6MIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiUioqiD4CIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjyjiuJExERERERERERERERERERERERERERERERERERERViAhWuKUz0u+FZT0REREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhoqboAyAiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKinydQESj6EIiogHElcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiokKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiOi3sXz5ctjZ2UFLSwsVK1bEv//+m+O2tWrVgkAgkHo1adJEvE2PHj2kPm/UqJFc06Am128nIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJSEtu3b8eoUaOwatUqVKxYEYsXL0bDhg3x8OFDmJqaSm2/Z88eJCUlif+OjIxEmTJl0LZtW4ntGjVqhKCgIPHfmpqa8ksEuJI4ERERERERERERERERERERERERERERERERERERERH9JhYuXIi+ffuiZ8+e8PDwwKpVq6Cjo4MNGzbI3N7Y2Bjm5ubi18mTJ6GjoyM1SVxTU1NiOyMjI7mmg5PEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioUEpMTERsbKzEKzExUea2SUlJuHbtGurVqyd+T0VFBfXq1cPff/+dp99bv349OnToAF1dXYn3z507B1NTU7i6umLgwIGIjIz8+UTlASeJExERERERERERERERERERERERERERERERERERERFRoTR79mwYGBhIvGbPni1z20+fPuHbt28wMzOTeN/MzAwfPnz47m/9+++/uHPnDvr06SPxfqNGjbBp0yacPn0ac+fOxfnz5/HHH3/g27dvP5+w71CT2zcTERERERERERERERERERERERERERERERERERERERHJkY+PD0aNGiXxnqamplx+a/369ShVqhQqVKgg8X6HDh3E/y5VqhRKly4NR0dHnDt3DnXr1pXLsXAlcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKpQ0NTWhr68v8cppknjRokWhqqqKjx8/Srz/8eNHmJub5/o7X758wbZt29C7d+/vHpODgwOKFi2KJ0+e5D0hP4iTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI6P+ehoYGvLy8cPr0afF7qampOH36NCpXrpzrvjt37kRiYiK6dOny3d958+YNIiMjYWFh8cvHnBNOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiot/CqFGjsHbtWmzcuBH379/HwIED8eXLF/Ts2RMA0K1bN/j4+Ejtt379erRo0QImJiYS78fFxWHs2LH4559/8OLFC5w+fRrNmzeHk5MTGjZsKLd0qMntm4mIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiJRI+/btERERgSlTpuDDhw8oW7Ysjh07BjMzMwDAq1evoKIiuU73w4cP8ddff+HEiRNS36eqqopbt25h48aNiI6OhqWlJRo0aAB/f39oamrKLR2cJE5ERERERERERERERERERERERERERERERERERERERL+NIUOGYMiQITI/O3funNR7rq6uSEtLk7m9trY2jh8/np+Hlycq39+EiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIlAUniRMRERERERERERERERERERERERERERERERERERERERUiaoo+ACIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiL6eQIVgaIPgYgKGFcSJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkS4kjgRERUaKkhV9CEoneQ0dUUfgtJRRYqiD0HpJKVpKPoQlI6KgPVJdnb3zyn6EJTOC/daij4EpeL64JiiD0HpCARpij4EpZOQqq3oQ1A6xrsOKPoQlM7XNFVFH4LS8bZ8o+hDUDqvazZW9CEoneSD1xV9CErHTj9c0YegVNRVkhV9CEonVcDn5EphCEt5oC5gfZJdYpqmog9B6egK4hR9CErnK3QVfQhKR03A8fqseE1HmpZKoqIPQekkpfKaTnZ6KrGKPgSlkwLWJ9mp4puiD0HpaAniFX0ISucbb5WUwr6OJFUB65Ls4lO1FH0ISocxrLRUrlcmjeOwUnQEXxR9CErnaxrHkrJjDCuN47CSEgWMTbJLSWM/h4iIiLiSOBERERERERERERERERERERERERERERERERERERERUaHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiKgp+gCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI6OcJVLimMNHvhmc9ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIWImqIPgIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIh+nkBFoOhDIKICxpXEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChFOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipEOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioEOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiokKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgKEU4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkQ4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgQ4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiQoSTxImIKEfBwcEwNDTMdZtp06ahbNmy4r979OiBFi1aiP9OS0tDv379YGxsDIFAgLCwMJnvERERERERERERERERERERERERERERERERERERUd6oKfoAiEhxzp07h9q1a+f4ea1atXD27NkCPKL8YWdnhxEjRmDEiBGKPpRfJhAIsHfvXolJ18puyZIlSEtLE/997NgxBAcH49y5c3BwcEDRokVlvleQDh/cjz27d0IojIK9vSP6DxwMF1e3HLf/6+J5hIZsRPjHD7C0tEKPXn1Q3rui+PPLly7i6JFDePrkMT5//owlgSvh4Ogk8R3LAhfj5o3riIqKhJaWNtw9PNC9Zx8UL24jt3T+iLS0NGwLDcLJ44fw9Usc3NxLot/gUbC0ss51v6OH9mLf7m2IFkbBzt4JfQYMg7OrOwDg8+dYbAsNws0b/+FTxEfoGxiiQqVq6Ni1F3R1i4i2iY3Bovkz8PLFM3yOjYWBoSEqVKqKzt37QkdHV+7pzs2hgwewe/cuCIVC2Ns7YMDAQXB1dc1x+4sXLyA0ZBM+fvwIS0sr9OzVC97eFcSfbw4NwYUL5xEREQE1dXU4OTmhW7cecHPLLHvbtm3F1av/4vmzZ1BTU8OOnbvlmsYfpahyAgCtmtSS+t5R43xRrWbdfE1jbtLS0rA1NBgnjx3Gly9xcPMoiQGDR3w3/UcO7sPe3dvT0++IvgOHwiU9/QCQlJSEoLUr8deFs0hOTkLZct4YMHg4DI2Mxds8fvQAm4LW4umTRxAIBHB2cUP3Xv1h7+Ao/o6Vyxbh6eNHePP6JcpXqIyJU/zlkxHfoahy8vzZE+zduQX3793G59gYFDM1R8PGzfBn8zZyT7M8GFcrD4fRvWFQriS0LE3xX+tB+HjgtKIPK1+wfpV28OBB7N6VnicODhg4cOB38uQiQjal54mVFXr17AnvChVkbhsYGIijR46gX79+aNGypfj9bVu34urVq3iWnic7d+3K93T9it+9zQEU2+4AwOmTx3Bg7y68e/saOjq6qFKtJvoPHg4A+PjxA/r37CT123MXLoOrm0c+pD5vROVkA06llxNX91J5Lif7xeXEEb0HDBeXEwBYFRiAW2HXIIz6BC0tbbi6l0SXnv1hXdwWAPDi2RPs2bkZD7K0OQ0aNy/wNufwwf3Yu3uHuF/Tb+CQ7/ZrNocEi/s13Xv1lejXpKWlYUvoRpw4dgRfvsTB3aMEBg4eLjM/k5OTMGbkUDx/9hSLA1dJ9H+uX7uKLaEb8frVS6ira6BEyVLo1XcAzMzM8zcDfpJ19w6wHdADGsWKIu7+Qzz0nY3YsDsytxWoqcFuSB9YtGkGTXNTfH32Ak9mLULkuUsS22mam8Jp4kiY1K4GVW0txL94jbujJuPzrXsFkaRflpaWhqM7l+OfM7sQ/+Uz7F090ba3L4pZ2Oa4z8l9a3Hr31MIf/cc6hpasHMpi6adRsLM0l68zeVTO3Ht0mG8eXEfifFfMGv9Zejo6hdEknKlzPXr1tBgbN+ySeq3NTW1sH3vkXxIvWzK3NcBgL8unMOuHZvx7u0bGOgboHHTFmjZpkP+Z0Qu8jteCw0NxYXzohhWPSOG7d5dIobNkJyUhJEjR+LZs2cIXLYMjo6OUtsoQlpaGraHbsCp4wcl2mELq+K57nf00B4cSG+HbcXtsHT8kJaWhplTxyHs2hWMmzwTFSpXF3+2ftUSPLx3G69ePod1cVsELNuQ7+n7HkW1w1f//Qfbt4TixYtnUNfQQMmSpTFpip/ENqdPHse+vbvw7u0b6Ojoomq1GhgweFj+ZoAMisiTt2/eIGjDaty/dxcpySmws7dH5649UbpMWfE2zRrXk/rtMeMnoUbNnK+NyNPvHsNmd+DgIezavRtCoRAO9vYYNHBArvXrhYsXsSkkFB8/foSVpSV69eqJCt7e4s8DFi7EqVOS4ydeXuUw0z9znKxbj54IDw+X2KZnj+5o365dPqXq1/3u4/WKik1OnzyGwEXzZH538JbdMDQ0wu1bYfCdMErq86DQXTAyNpaxZ8FRVP2iKIcP7sO+9HbHzt4R/QYOzbXduXTxPDaHBKW3O9boJrPdCcbJ9HbHzaOkRLvz8eMH7Ngagls3wxAtjIKxsQlq1qmHtu07Q11dHUDWcfrHeP36JbwrVFLYOH1GmrZvXo/Txw+K0uReCn0Hjf5uvHbs0B4c2LNVHK/16j8ix3ht1rSxCLt2BWMnzUSFyjUAiNqcfbtC8eDebcTGRsPU1AL1/2iOJs3byiWdPyK/252slgYuw5GjR9G/X1+0zHJt//GTJ9iwIQiPHj+GiooKqlWtgn59+0JbWzu/k5cvDh08kOU6ugP6DxwM11xjugsIDQkWj9/36NVHPH6fkpKCkE3B+O/qv/jw4T10dXVRpmw59OjZGyYmJgWVpB8maoeCcOp4ejvkXhL9B4/8fjt0aC/2ZWmH+gwYJtEOnTh6EBfOn8azJ48RH/8VodsPQrdI5rj0nVth8PUZKfO75y1aCWeXnP8f5OngwYMS501e+sObQkLE503PXr1yPG8CAwNx5OhR9OvXT+K8efPmDdZv2IB79+4hOTkZ9vb26Na1K8qUKZPfyfsp+XmeAMDlS3/h6JFDeJJ+v8nSwJVwyNb3f//+HdavW4N7d+8iOTkZXl7l0X/gYBgZGcktnT9CHnHI58+x2B66QSp+7dC1t8Q1nVth17AtZD1evnwGLU1t1KrbEJ2694GqasHeFqvI8bWbYdexJWQDXr54Di0tLdSu2xBduveGqqqqxPHt37MDJ44eRnj4R+gb6OOPJs3RtkOX/M+MHKSlpWHn5nU4c/wgvnz5DFf30ug9aMx3Y5Pjh3bj4J4tiBFGwcbeCT37j4RTttjk0f072B6yGk8e3oOKigpsHZwx0W8RNDQ1AQB7t2/E9auX8fL5Y6ipqWPD9uNyS+ePUGS5adG4jtT3jh4/GdVrSr9fkDhuIk1RdeyZk0exfPEcmd+9YfM+GBgqrg1SRHySISk5WTxevywwUKnG63nu5E4R9yopE5430uTVDh8/eggXzmXp++04gCJZ+n4AsHNbKP67+g+eP3sKNTU1bNl5UC5p/FGsS4iIiAo3riRO9BurUqUK3r9/L/VavXo1BAIBBg0aVODHlJycXOC/SfnLwMBAYvXxp0+fwsLCAlWqVIG5uTnU1NRkvldQLp4/h3VrV6Njpy5YHLgS9g4OmOLrg+hooczt79+7i/lzZ6FBg0ZYErgSlSpXxUz/aXj54rl4m4SEBHiUKInuPfvk+LtOTs4YPnIMVqxej+kzZiMtLQ1TJk/At2/f8j2NP2Pvrq04fHA3BgwehTkLV0JTSxv+vmORlJSY4z5/XTiDoLUr0K5TDwQsXQs7e0f4+Y4V52VU5CcIoyLRvfdALF4RhKEjJ+DGtX+xfEnmTVYCgQoqVKoGnykzsWxtCIaOnIBbYdewetlCuac5NxfOn8fatWvRqVMXLA1cBnsHB/j6TkJ0dLTM7e/du4d5c+egQYOGWBq4HJUrV8YMfz+8ePFCvI2VlTUGDByE5StWYf78AJiZmsF38kTExGR+Z0pKCqpVq47GjZvIN4E/SVHlJMOQEeOxPmS3+FWhcjW5pVWWvbu24dCBPRgwZCTmLVoOLS0tTPcdj6SkpBz3+ev8WWxYuxIdOnXDwsDVsHNwxHTf8RJ1zoY1y3H1378x1mcKZsxdDGFUJObMmCr+PD4+Hn6+E1CsmCnmL1qO2fOXQFtbB9N9xyElJQUAkJr6DZoaGvizeUuU8fSSXybkgaLKybMnj2BgaIQRYyZh8YpgtGnfBaEb1+LIwT1yT7M8qOrqIPbWQ9wZNl3Rh5KvWL9KO3/+PNauWYNOnTsjMDAQDvb28J08Odc8mTtnDho0bIjAZctQuXJl+Pv7S+RJhsuXLuHhgwcyb7hLSUlBterV0biJ8uUJwDYHUFy7AwD79+zE5k3r0aptRyxdtQHTZ82Hp1d5qd+bPisAQaG7xC9HJ5f8y4A82LdrK44c3IP+g0dj9sJV0NLSgr/vmFzLyaULZxC8djnadeqO+UvXwtbeEf6+YxCTJY8cnFwweOQELFm1Cb7+AUhLS4O/7xhx7P70yUMYGBph+JjJWLRiI1q374rNG9cUaJtz8fxZrF+7Ch06dcWiwFWwc3DAVN8JufZrAubORP0GjbA4cBUqVq6KWf5TJfo1e3Ztx6EDezFwyHDMX7QMmlpamOo7QWaZC16/FsbG0nXLhw/vMdNvCkqX8cTiZasxfcYcxMbGYvaMafmW9l9h1rQhXKaMxbNFq/DvH+3w+d4jeIauhrqJ7MkcjuOGwqpLGzycMhv/1GmBNyE7UHrdYuiVyLy4r2agj/J7NyEtOQVhXQfi79ot8MhvPlJiYgsqWb/s9IENuHBsM9r2mYKRM7ZAQ1Mbq2b3R3Iu59LT+/+hWoOOGOG/BQMnrUHqt2SsmtUPiQlfxdskJSXAvWw11G/RtyCSkWfKXL+2aN1eol4NCt2F4ja2qFK9Zv5nRBbK3Ne5dvUKFs2fiUZ/NMXSFevRf/AIHNi3G4cP7pVfhmQjj3jNysoKAwcNwoqVKzE/IACmZmaYPGkSYmR85/oNG2Cs4ElnsuzbtQVHDu5Gv8GjMWvhamjmqR0+jY1rl6Ntpx6Yt3Qd7OydMCNbO5zh0L6dEAhy/v3aDRqjSg3F3LSqqHb48l8XsChgLurWb4gly9ZgbsAS1KwlmQf79uxCyKYNaNO2A5atWg+/WfNkxnH5TVF54j9tElK/fcOM2QFYtHQF7O0d4T9tMoRRURK/N3zkWGwM3SF+VapcVT4ZkQe/cwyb3fnzF7B27Vp06dQJywKXwsHBHpN8fXOtX+fMnYeGDRpgeeBSVK5cGX7+M6T6w+W9vLAlNET8mjBunNR3de3SRWKb5s2aySGFP+93H69XVGxSrUZtqVjM08sbJUqVgWG2m9+Xr9kosZ1BlutiiqKo+kURLp4/iw1rV6F9p25YGLgK9g6OmJbt/zsrUbszA/Ua/IFFgatRsXJVzPafkq3d2YbDB/Zi4JARmL9oGbS0tDAtS7vz9vUrpKamYdDQkQhcuR69+g3CsSMHEbpxvfg7UlO/QUNDUynG6QFg/+4tOHpwN/oNHoPZC1ZDU0sbM6aM/n68tm4Z2nbsgblL1sHW3gkzp4yWGa8d3r8DAkgHbM+ePIS+gRGGjp6MRStC0Kp9V2zZtBpHDyr2wZ3yancA4NLly3jwUHocNjIyEj4TJ8HS0hKLFy3EDH8/vHz5CgsWLpJDCn/dhSzX0ZcErki/jj4x13Nr3txZqN+gEZYGrkSlylUw038aXqSfW4mJiXj65DE6dOyMJYErMHHyVLx98xr+06cUZLJ+2N5d23D44B70HzwScxeugKaWFvx8x+XeDl04g6C1K9G+U3csWLomvR0eJ5F3iYmJ8CxXAa3bdZb5Ha7uJbAhZLfEq17DJjAzs4CTc86TN+Tp/PnzWLN2LTp36oTAwEDYOzhg8nfPm7lo2KABlgUG5nr9QnTePJR5/WLatGn49u0b5syejcClS+Fgb4+p06YhKlucrwj5fZ4Amfeb9MjhfpOEhHj4TvKBQCDArNnzMD9gEVJSkuE3fQpSU1Plks4fJY84RBj5CVFRkejWeyAWrQjGkJE+uHHtX6zIEr++ePYEM6eOR1mvCghYug6jJkzF1SuXEBq0Ru5pzk5RMezzZ0/hP8UH5bwqYFHgGoyZMAVXr1zGpmx5sG71Mpw8fgQ9+vTH8jXBmDhlZoE/fOLA7s04dnAX+gweixkL1kJTSwuzp4zKtZxcvnAKIesC0aZjL8xesgG29k6YPWWURGzy6P4dzJ46CqU9K2DGwrWYuWgdGv7ZGgKVzDglJSUZlarVRv0/Wsr6GYVR5Fg1AAwdOU6iX1NRAddDs+O4iTRF1bFVa9TBupA9Eq+y5SqgRKmyCp0grqj4JMOG9euVdLye505uFHWvkrLgeSObvNrhxMQElPPyRpv20gsvZEhJSUHVajXRqLFyjUuzLiEiIircOEmc6DemoaEBc3NziZdQKMSYMWMwceJEtG3bFkKhEJ07d0axYsWgra0NZ2dnBAUFib/jzZs36NixI4yNjaGrq4vy5cvjypUr4s9XrlwJR0dHaGhowNXVFSEhIRLHIBAIsHLlSjRr1gy6urqYOXMmAGD//v0oV64ctLS04ODggOnTp4tvDv1RAoEA69atQ8uWLaGjowNnZ2ccOHBAYpu7d+/izz//hL6+PvT09FC9enU8ffoUAJCamgo/Pz9YW1tDU1MTZcuWxbFjx8T7vnjxAgKBADt27ED16tWhra0Nb29vPHr0CFevXkX58uVRpEgR/PHHH4iIiJD43XXr1sHd3R1aWlpwc3PDihUrfihtue1fpUoVjB8/XmL7jNWJLly4AEB0IXLMmDGwsrKCrq4uKlasiHPnzuX6m3PmzIGZmRn09PTQu3dvJCQkSHzeo0cP8crnPXr0wNChQ/Hq1SsIBALY2dnJfK8g7du7Gw0b/YF6DRrBxsYWg4YMh6amJk6ekP2U2AP796KclzdatWmH4ja26NKtBxwdnXDo4H7xNnXq1kfHTl1R1rNcjr/b6I8mKFmqNMzMzOHk5Iwu3XriU0QEwsM/5nsaf1RaWhoO7d+FNu27okLlarCzd8Sw0T6IivqEf//+K8f9Du7difqNmqBu/T9Q3MYO/YeMgqaWFs6cEK1uZmvngHGT/OBdsQrMLaxQqkw5dO7WB/9d+RvfvonO5yJ6emjUpDmcnN1gamqO0mW90KhJC9y7e6tA0p6TvXv3oFGjRqjfoAFsbGwxZMhQaGlq4kSO5WQfvLzKo3WbtrCxsUHXbt3Ty0lmXVOrdm14epaDhYUFbG3t0LdfP3z9+hXPn2deAO7SpStatmwF2wI+L/JCkeUkg26RIjAyNhG/NDQ05ZrmrNLS0nBw326069AFFStXhZ29I4aPnoCoyE+4kkv69+/diQaNGqNuA1H6Bw4ZCU1NTZw+cRQA8OVLHE6dOIpefQeidNlycHJ2wdCR4/Dg/l08fCBaefLt61f4/DkWHbv2hJW1DWxs7dG+UzdEC4WISK9DtLS0MWDISDRo9KfUSoUFSZHlpG6DxujdfyhKlCoLcwtL1KzTAHXq/YF/Ll8skLTnt4jjF/Bo6mJ83H9K0YeSr1i/Stu7dy8a/fEHGjRoABtbWwwZOhSampo4ceKEzO33798Pr/Ll0aZNG9jY2KBbt25wdHTEwYOST5X99OkTVq5cibHjxkmsFJChS9euaNmyZYHHYnnxu7c5gGLbnbjPn7E5ZAOGj/ZBzdp1YWFhBTt7R1SoJD2RRk9PH0bGxuJXQT78SVROdkqUk6GjJ0IYFfmdcrID9Rr9iTr1G6eXk9HQ1NLC6ROZK/Q2+KMZSpQsA1MzCzg4uaBjtz74FBGOiPAPAIC6DZqgd/9hUm3OlcsX5J7uDPv37kaDRo2z9GtGQFNTE6dOHJO5/cH9e9L7Ne3T+zU94eDohMPp/Zq0tDQc2LcH7Tp0RqXKVWFv74CRo8cjKjIS//wtuWr2tav/4saNa+jZp7/U7zx98hipqano0q0nLCws4ejkjJat2+L5s6c/3afPTzb9uuHt1t14v2Mfvjx+hgcT/PAtIR6WHWTfGGbR6k+8CFyHyDMXEf/qDd6G7EDkmYuw6d9dvI3doF5IePcB90b7IjbsDhJev0XUhb8R//JNQSXrl6SlpeHC0RA0aNkPpcrXgaWtKzoPnoUYYThu/3c6x/0G+KxGxVotYFHcCVa2bug0cCaEn97jzfPM1dNrNe6Kes37wNapdEEkJU+UvX7V1taWqFejo4V4/eol6jX44/8yT/LS1zl35iQqVq6KRk2awdzCEuUrVELrdh2xZ+c2pKWlyS1fspJHvFa7dm14enqmx7C26Ne3r1QMCwBXr17FjevX0adPzg8mVIS0tDQc3r8Trdt3RYXK1dPb4Uk/3A73S2+Hz5w4LLHd86ePcXDvdgwaPkHm9/QeMBx//NkKZuYW+ZquvFJEO/zt2zesXb0CPXr3wx9NmsLK2ho2NraoVqOW+HfiPn9GaEgQRo4en17PWMLe3gEVK1X5v8yT2JgYvHv3Fq3bdoS9vQMsrazRrWcfJCYm4OVLyXNJV7eIRP2qoaEh3wzJwe8ew2a3Z+9eNGrUCA0a1IetjQ2GDhkCTU0tHM+hft23/wDKe3mhbZvWsLGxQfduXeHk6IgDBw9JbKeurg5jY2PxS09PT+q7dHS0JbbR0tKSSxp/xu8+Xq/I2ERTU1OirlBRVcHtmzdkxmIGhkaS26oo9rYLRdYvirB/764s7Y4dBv5gu9O5W084ODrj8MF9ADLK3R60zVLuRowej6jIT/gnPf/Kla+A4aPGwbNceZhbWKJipSpo0aod/r6cmb9aWtoYOGQEGjRqovCVXUXx2g60bt8N3pWqw9beCUNGieK1q3/nPGZ+aN921G3YFLXrN0FxG3v0GzwGGppaOHMyW7z2TBSvDRwhHa/VadAEvfoPR4lSnjAzt0SN2g1Ru15jXPlbcW0OIL92RzQOuwrjxo6VGoe98u+/UFNTw+BBA1Hc2hquLi4YOmQI/rp0Ce/evZNbWn9WxnX0+g0awsbGFoO/ex19H7y8vNG6TTsUt7FBV/F1dNH4va6uLmbMmovqNWrC2ro43NzcMWDQEDx58hjh4eEFmbQ8y2iH27bviorp9enw9HY4t3boQLZ2eEB6O5zRDgFA0xZt0LpdJ7i6ecj8DnV1dYm2RU9fH//+cwl16jeCILcnaMnR3r178UejRmjQoEGW8yb3/nB5L688X7+Qdd7ExMTg7bt3aNe2Lezt7WFlZYWePXsiMTERL1++lFta8yq/zxMAqFO3Hjp26oKynp4yv+PevbsID/+IkaPGwM7eHnb29hg5ehyePH6EWzfD5JHMHyKvOMTGzgHjJvnDu2JVcfzaqVsf/Hflsjh+vXTxDGztHdCuUw9YWFqjRKmy6NprAI4d3ov4r19z/O38psgY9q8LZ2Fn74D2nbrBwtIKJUuVQbde/XD00H5xHrx+9RLHDh/AxCn+qFCpKszMLeDk7IKy5eT/ULkMaWlpOLp/B1q2747y6bHJ4FG+EEZ9wn+5xCaH921HnYZNUat+E1jb2KPP4LHQ0NTEuZOZ7fGmdUvQqGkbNG/bFcVtHWBpbYvK1etCXT2z79+2cx80adEBxe0c5JrOH6HIcpNBWcZLMnDcRJoi61hRHznzermKqiru3LqOOg0aF0jac6KI+CTD1atXcf3GDaUcr+e5kztF3aukLHjeSJNXOwwAzdL7fi459P0AoGOXHmjWsi1s7ezzNV2/gnUJERFR4cdJ4kQkFh0djebNm6NWrVrw9/cHAPj6+uLevXs4evQo7t+/j5UrV6Jo0aIAgLi4ONSsWRNv377FgQMHcPPmTYwbN078pNq9e/di+PDhGD16NO7cuYP+/fujZ8+eOHv2rMTvTps2DS1btsTt27fRq1cvXLx4Ed26dcPw4cNx7949rF69GsHBweIJ5D9j+vTpaNeuHW7duoXGjRujc+fO4qcMv337FjVq1ICmpibOnDmDa9euoVevXuIb2JcsWYIFCxYgICAAt27dQsOGDdGsWTM8fvxY4jemTp2KyZMn4/r161BTU0OnTp0wbtw4LFmyBBcvXsSTJ08wZUrmU7E3b96MKVOmYObMmbh//z5mzZoFX19fbNy4MU9p+t7+nTt3xrZtkjfMbt++HZaWlqhevToAYMiQIfj777+xbds23Lp1C23btkWjRo2k0pZhx44dmDZtGmbNmoX//vsPFhYWuU5sX7JkiXiC/fv373H16lWZ7xWU5ORkPHnyCGXKZk7mVlFRQdmy5aQGwjM8eHBPavK3p1d5PHhw/6ePIyEhHqdOHoeZuTmKFi3209+TXz5+eI9oYRTKlM1c1UBXtwicXT1yzJfk5GQ8ffIQpbPso6KigtJlvXLcBwC+fI2Djo4OVFVlTyCKivyEfy5fQImSZX4yNb9OVE4eo2zZzIuwonLimeP/+4MH96Uu2pbz8spx++TkZBw9ehS6urqwt1eei1C5UYZysnblEnTv2AzjRg7A6RNHCmxCACBKv1AYJZEWXd0icHF1x8P7uaX/kVT6y2RJ/9PHj5CSkiKxjXVxGxQrZoqH9+8CAKysi0NPXx+njh9BcnIyEhMTcerEEVgXt4Wpmbk8kvvTlKGcZPX1SxyKyLgRmBSD9au05ORkPHn8GGXLlhW/J8qTsnhwP4c8uX8fnlm2BwAvLy+J7VNTUxEQEIDWbdrA1tZWHocuV8pQlyiyzQEU2+6E3biGtNRUREV+wpD+PdC7azvMmzUdERHSN27O8puM7h1bwWfMMPz7zyWpz+Upo5xkzyNnV3c8fHBX5j455VHpsl54lMM+CQnxOHvyKEzNLGBS1DTH4/n65QuK6On/ZGp+TEa/pmy2fk2ZsuXwIJd+TZls/ZpyXt7i7TPKXNa+kqwyJxQKsWzpQowcPR6amtIPT3B0coZAoIJTJ4/j27dv+PIlDmdPn0SZsuUK9CECsgjU1aBXygNRF//JfDMtDVEX/4FhOdn9D4GmBlITJZ+K/S0hEYbemW1T0fq18PnWPZRatQA1ws6h4rEdsOzUWi5pkIfI8DeIjf4El1KVxe9p6+jB1qk0Xjy6mefvif8aBwDQKWKQ78eYnwpL/Zrh5PHDsLSyRomS8ptor+x9neTkZIkbOgFAU0MTkZ8K5sF78orXsv+GOIZ1yIxhhUIhli5ZgtFjxkBTiSYvAkC4uB3OvJk4ox1+9OCOzH2Sk5Px7MkjiX1UVFRQqqyXRNudmJCAJfP90GfgCBgZ57zyhKIoqh1++uQxIiM/QUUgwPAh/dG9cztM8/WRWAE1o56JjPyEQf17oWfXDpg7yy/XeiY/KCpP9PT1YWVdHGdPn0BCQjy+ffuG40cPwcDQEE5OLhLfvWrlUnTu0AqjRwzGyRNHCzy+z/A7x7DZJScn4/GTJxL1pYqKCjzLlsX9Bw9k7nP/wQN4epaVeM/Lq5zU9rdu30b7jp3Qu28/BC5bjtjYWKnv2rFzJ9q274DBQ4Zi567dCl0ROTtl6BNnUMR4vSJjk+zOnj4BDU1NVKlWU+qzkUP6omfnNpg6cSzu35Xd9hUkZatf5CnjuLNf6yuTy7W+hw/uSa3s7elVXrx9XvvE2X398gVFiijn+HP4R1GZKJUtXnP6Tpl4JrNMlJcoE6J4bTr6DBwJI6O8xWtfv8QpNK/k1e6kpqZifsACtGndGnYyxmGTk5OhpqYm8SAJTU1R/+bOXdn/D4ryc+P392SM3+d+Hf3rly8QCAQoUkQ3fw48n2XWBz9en5aROnfK5bhPXly9cglxn2NRp778HhyXm4zzRlZ/OLfzJnuZ8PLykjpvAgIC0KZ1a5nXL/T19WFtbY3Tp08jISEB3759w5GjR2FoaAgnJ6f8SdxPKqjzRNbvAqIHCWTQ0FCHQCDA3d8oDgGAr1+/SMSvycnJUpNaNTQ0kZSUhKdPHv5Ksn6IImPY5ORkqGtIj50lJSXhyZNHAICrV/6GmbkFrv77D/r17IS+PTpi2eIAfP4s3VeSl/CP7xAtjJSITXR0i8DJ1SPHsaSU5GQ8f/IQpcp6i98TjSWVF+8TEy3Ek4f3YGBoBN8x/dG/y5+YPmEwHtzN+9i2oihD32fNyiXo2qEFxo4YiFMKHC/JoGz9GkWOm2RQZB2b3fnTx6GhqYXKVWv9XGLygaLiE0A0Xr9k6VKMGT0aWjKukSoSz53c/e73KvG8kU1e7XBhxrqEiIio8FPs3ZlEpDRSU1PRqVMnqKmpYfPmzeInEb969Qqenp4oX140SJt1pcEtW7YgIiICV69ehbGxaNXSrBdlAgIC0KNHDwwaNAgAMGrUKPzzzz8ICAhA7dq1xdt16tQJPXv2FP/dq1cvTJgwAd27i1bmcnBwgL+/P8aNG4epU6f+VPp69OiBjh07AgBmzZqFpUuX4t9//0WjRo2wfPlyGBgYYNu2beKLKi4umTeRBQQEYPz48ejQoQMAYO7cuTh79iwWL16M5cuXi7cbM2YMGjZsCAAYPnw4OnbsiNOnT6NqVdGKUL1790ZwcLB4+6lTp2LBggVo1aoVAMDe3l48KT4j7bn53v7t2rXDiBEj8Ndff4knhW/ZsgUdO3aEQCDAq1evEBQUhFevXsHS0lKchmPHjiEoKAizZs2S+s3Fixejd+/e6N27NwBgxowZOHXqlNRq4hkMDAygp6cHVVVVmJtnTmSU9V52iYmJSMx2M35SYiI0fmGwIDY2BqmpqVJP7zc0NMKb169l7hMtFMLQ0FBq+2hh1A///uFDBxC8YS0SEhJgZV0c/jPnSlzIU5SMtBhkW33Y0NAIwhzS+Tk9Lw0Npfd5+/qVzH1iY6Kxc2sI6jdqKvXZwrl++PfKJSQlJqJ8hSoYNHzszyQlX8TGxorSZmQo8b6hoSFe51BOhDLLiSGEQqHEe/9euYK5c2cjMTERxsbGmDFzFgwMlHsSRQZFl5MOXXqhVBlPaGpqIez6VaxZsQgJCfFo0qxgJuBkpN8wW/1hkJf0y9jnTXr6hUIh1NTUUaRIEYltDI2MxOVHW0cHM+Yswmx/X+zcFgoAsLC0wlT/uTk+hVNRFF1Osnpw7w4uXTyLSdPm/EgSSI5Yv0rLyBOp2MTICK/fyF6BVigUStUrWesMANi5cydUVVTQvHnz/D/oAqDoukTRbQ6g2Hbn44d3SEtLw67tm9Gn/xDo6Opi86YNmDZpLBYvXwd1dXVoa2mjZ5+BcPcoCYGKAH9fuoDZ/lPg4+snc8VxecjMI8n/c4NcYnVRHn2DoaF0HmUvJ8cO7UVI0GokJMTD0toGU2cuyDF2F7U5ZzBx2tyfTc4Pic3h/1pU3nPr12Tf3lBcnjL+/6W/M3ObtLQ0LFk4D40a/wlnF1d8/Ci9apy5uQX8Zs7B3Nn+WBG4CKmpqXBz98CU6dL9y4KmbmwEFTU1JEVESryf9CkSuk6yn9Addf4ybPp2g/DKNcS/eA3japVg+kddCFQyYzBtG2tYdW2HV2s34UXgWuiXLQlXvwlIS0rG+10HZH6vMvkc/QkAoGcgeWO/noEJYtM/+57U1FTs3TgH9q6esCjunO/HmJ+UvX7NKikpCRfOnkarth1/PsF5oOx9HU8vb2xYswI3w66jVOmyeP/uLfbv3Sn6jahImMn5wVnyitcA4MqVK5g7Z444hp05c6Y4hk1LS8PChQvRuEkTuLi44ONH+U+I/xFCoagulS4Dxt9thw2k2iNjiXY4eG0gXN1LokLl6vl81PlDUe3whw/vAQBbN29C774DYGpmjn17dmLihNFYtTYYenr6+PDhPdLS0rBz+1b07T8ovZ4JwpRJ47F0+Rq5jUMqKk8EAgH8Z83DLL+paN+6GQQCAQwNjTDNf7bEA+M6demB0mXKQlNLE2HXr2HV8qVIiE9A0+Ytfy3hP+F3jmGzk9cYQXkvL1StUgXmZuZ4//49gjduxOQpU7FoQYC4bWnerBmcnByhp6eH+/fuI2hjMKKiotC/X998TePPUnSfGFDseL0iY5PsTh0/ihq16ko8IMvY2BgDh4yEo7MrUpKTcPL4EUyeMBLzFi2HY7YHVBQkZapf5C23difna31RMtodozy0OzmXj/fv3uLwwX3o2af/T6VD3qIz4jUZsVd09PfiNely9PZN5uq9wetE8Zp3pbzFaw/v38bli2fgM3XejyQhX8mr3dmxcxdUVVXRvHkzmd9RpkwZrFm7Djt37UaL5s2QkJCADUHBAICoKNllS1Ey8yjv55Ywh5gup3onKSkJQUHrUKNmLejoKOck8cx2WDofcq9PU2X0dXJuh/Pi1ImjKFvOW2EPnc+pP2xkaJhrmTDKdt4YZTtvdu7cCRVV1RyvXwgEAsyaNQv+fn5o1bp1epxvCH9/f+gp+MHQBXGeyOLm5g4tLS0EbViPbt17AkhDcNAGpKam5hgfFSR5xyEZRPHrJtTLEr+WLVcBh/fvwsVzp1Clem1EC6Owc6toYQ1hVKTM75EHRcawnl7lcWj/blw4dxpVq9dCtDAK27dsEu2fngcfP7xHRPhHXL54HsNHT0Bqaio2rFmBeTOnwX/Owl9Mfd6I61epOMMY0dGy/69iY6NziE2M8faNKI/CP7wFAOzasgFdeg2BrYMzLpw5ihmThmP+8hBYWBXP76TkG0X3fTp26YnSZTzTx0v+w+rli5EQH48/m7f65bT9LGXq1yh63CSDIuvY7E6fOIzqNevKfIh0QVFUfJIxXt+kcWOlHK/nuZO73/1eJZ43ssmrHS7MWJcQEREVfpwkTkQAgIkTJ+Lvv//Gv//+K3FhZeDAgWjdujWuX7+OBg0aoEWLFqhSpQoAICwsDJ6enuIJ4tndv38f/fr1k3ivatWqWLJkicR7GRPQM9y8eROXLl2SWDn827dvSEhIwNevX6Gjo/PD6StdOnPFJV1dXejr6yM8PFycjurVq8vsbMTGxuLdu3fiid5Z03HzpuRTR7P+hpmZGQCgVKlSEu9l/OaXL1/w9OlT9O7dG337Zt54lJKSkqdBgrzsX6xYMTRo0ACbN29G9erV8fz5c/z9999YvXo1AOD27dv49u2bxIR4QDQ528RE9lPf79+/jwEDBki8V7lyZanV4fPD7NmzMX36dIn3hgwdgaHDR+b7bxWUWrXrwtOzHKKiorB3z07MnT0D8wIWSz3ZWN7Onz2J1csWiP8uiAmUX79+wcxpPihuY4v2nXtIfd6z72C069Qd796+weaNaxG0dgX6Dy68/9c5KV2mDAKXrUBsbAyOHTuKObNnYeGiJVKDispA2cpJu47dxP92cHRGYkIC9u3eJrcJe+fPnsLKwMwLopOnz5bL7+RFYmIili2eD3ePkhg9fjJSU1Oxb/cOzJg2EfMXr1ToBRhlKycZXr54hjn+k9CuU3eULectcxv6/1KY6ld5e/z4MQ7s34+lgYHiBz8pO2WrSwq6zQGUq91JTUtDSkoK+gwYAs/0OnT0+Mno2bkN7twKg6eXN/QNDNC8VVvxPs4uboiKjMTe3TvkNkn8QrZyMlHO5aR67foo7ekNoTASB3Zvw4LZ0zAzYBk0NCTb3VcvnmGu/0S069Tj/77NOXRgH+Ljv6JNu5wnrAqjorBsyULUqdsANWrVRvzXeGwJDcbcWdPhN3NeoamXMjycMgfu86ahyrkDSEtLQ/zL13i3fT8sO7QQbyNQUUHsrbt4OncpAODz3QfQdXWCVdd2SjlJ/L+/DmHH2sy+dr/xK375O3dtmIH3r59g+PRNv/xd+a2w1a9Z/XP5IuLjv6JOvQb5ehzKlCd56es0aNQEH96/w8xpE5GSkgIdHV382bwVtm3eCBWByvd/RImVKVMGy5YvR2xMDI4dO4bZs2dj0eLFMDQ0xIEDBxD/9SvatWun6MMEAFw4ewJrsrTDPnK6KePqP3/h9q3rmL90vVy+vzBLS00FALTt0AlVqtUAAAwfNRY9u3bEpYsX0Kjxn+J6pt+AwfAsJxpzHzN+Erp3bofbt8JQzuv/K1ZJS0vDqhVLYWBoiNnzFkFTUxMnjh/BjGm+WLBkOYzTV6Lv0KmLeB9HR2ckJCRg7+4dBTJJnDFswatVM3PFZ3t7O9jb26Fn7z64dfu2ePXY1q0y/+8d7O2hpq6GpYHL0LNnD2goYNKrsvWJgYIdr1em2CSrB/fv4s3rlxgxxkfifStrG1hZ24j/dvMoiQ/v3+HA3l0YOXZigR2fstYvv4vITxGY5jsBVarVQINGTRR9OACAi2dPYPXyAPHfPlPlFK9d+Qt3bl7HvDzGa6I2xwdtO/ZEmXIV5HJMivL48WPsP7Afy5YuzXG8w87WFmNGjcKadWsRFBwMVRUVNGveDEZGhlBRKVxjJL8qJSUFc2bPANKAwUOGKfpwxM6fPYlVyzLboUnTlKMd+vQpAmHXr2LMhCmKPpR8JTpvDiAwl/MmLS0NK1asgIGhIebPmwdNTU0cO34c06ZNw9IlS3K8P+n/mYGBISZMnIwVywJx8MA+CAQC1KxZG45OThAoYGykoOMQQBS/zpo2IT1+zVyEpGw5b3TtNQBrli/E0gWzoK6ujjYduuH+3VtQUZFf3ihTDOtZzhvde/XHqmWLsThgNtTVNdCuYxfcu3tbPHaWmpaK5ORkDB89AVbWoknTQ0aMwehhA/D2zSuJ+Da//HX2ONYuny/+e/zU+bls/fNS01e+rtuoOWrVF8Vl9o4uuHvzGs6dPISOPQbK5Xd/hjKVGwBo36mr+N8O4vGS7QU6SVxZ+zWKHDdRpjo2q4f37+DN65cYNnqS3I+noOUlPjlw4AC+xscr0Xg9zx1l8bveq1QYzxtla4eVAesSov9/Ajn2i4lIOXGSOBFh27ZtCAgIwOHDh+HsLLni0x9//IGXL1/iyJEjOHnyJOrWrYvBgwcjICAA2tra+fL7urqST4mOi4vD9OnTxStkZ6WlpfVTv5F9ArhAIEBq+o11+ZWOrL+R0fHN/l7Gb8bFxQEA1q5di4oVK0p8T15Whc3r/p07d8awYcMQGBiILVu2oFSpUuKJ63FxcVBVVcW1a9ekfjP700QVwcfHB6NGjZJ479WbX3uanL6+AVRUVKSe6BcdLYSRsZHMfQyNjBAdHS21ffanpeWFrq4udHV1YWllDVc3d3Rs1wp/X/4LNWvV+eHv+hUVKlaFi6u7+O/k5GQAQIwwSnzzJCBKp72Dk8zv0EvPy+yrDcjKm/ivX+HvOw7a2toYP9kfamrS4YeRsQmMjE1gXdwWenp6mDRuGNp27CZxPAVFX19flDZhtMT70dHROZYTI5nlJFrqCYxaWlqwtLSEpaUl3Nzc0bdPL5w4fgzt2nfIzyTkC2UsJ1k5u7pj57ZNSE5Ogrp6/j9ooULFKtnSnyQ6dqFQIv0xeUl/tjonJloIo/QbGIyMjJCSkoy4uDiJujdaKBSXnwvnTiM8/CPmLlwmvpg9atwkdGnXHP/+cwnVaxZsHZKVMpaT169eYNqk0ajfqCnadugm9TkpDutXaRl5IhWbCIUwNsolT2Rsn5End+/cQXR0NLp3yyz/qampWLduHfbt24fgjRvzORW/Thnrkqzk3eYAytXuGKfnV3EbO/HnBgaG0NM3QEREzvG4i6s7bt64lpfk/hTvilXhLKOcRAujYJQtj+xyzSNVREdL51H2cqKrWwS6ukVgaWUNF1cPdG//J65cvojqteqJtxG1OaNQr1FTtCnANkc/h//r6GghDHPt12TfPhpGRpllA5Auc9HR0XBwcAQA3Lp5Aw8f3Efr5n9IfM+o4YNQs3ZdjBw9HocP7YeOri569s58YNyosT7o1a0jHj68Dzc3j59M9a9LjhIiNSUFGsUk+xgaRU2QFC57pZLkKCFu9RkOFU0NqBsZIvFDOJwmjkT8y8zVgxPDI/Dl8VOJ/b48fgbTxvWyf51SKOlVG7ZOmQ+5S0mvbz7HRMLAKHNlqs8xkbCydf3u9+3aMBP3rp/H0GkbYWgi3xWdf0Zhrl9PHj+C8hUq/dT4Q26UKU/y0tcRCATo3qsfunTvjWhhFPQNDHEr7DoAwMzC4lez47vkEa9lkIhh3d3Rp3dvHD9+HO3bt8fNmzfx4MEDNG8muSLh8GHDULt2bYweMyYfUpd33hWrwdk1sw5PEbfDQhgZFxW/HxMd9d12OEaqPYoSl/M7t67j4/t36N5OcrJVwCxfuJUoDb85S/MlPb9CUe1wRrxjY2Mr/lxdXQPm5haIiBA9mDSznsncRlTP6Iu3kQdFxib//XsFW3bsFa9EOdBpOMJuXMeZUydyfLCNi6sbtm8NlWt8n4ExbM7kOUaQlYWFBQz09fHu3XvxJPHsXF1d8e3bN3z8+BHFra1/JBn5Qhn7xAU5Xq9MsUlWJ48fgb2DE5ycv786uLOrG+7fvfPd7fKTMtYvBSW3dscoh4mDhkbGMtodYR7aHSHs09udDJGRnzB5wmi4uZfA4GGS1zEVqXzFanCSFa9FS8Zr0dFRsLN3ltofyBqvSdYlojIhypc7N6/j44e36NG+scQ2AbN94e5RGtPnBIrfe/3qOfwmj0C9Rs3QukP3X0vgL5JHu3Pn7l1ER8ega/ce4s9TU1Oxdt167N23H5uCgwAAtWvXQu3atSAUCqGlpQWBQIC9e/fB3Fy5+tCZeZT3c8soh5guex2SMUE8PDwcs2bPU6pVxEXtcOa5k9EOxcisD3Jvh6T7Oj93TwEAnDl5FEX09OFdUT4P5MyLnPrDwujoXMuEMNt5I5Q6b6LRrXtmnZD1+sXG4GCE3byJf//9Fzt27IBu+gISQ5yccOPGDZw6dUqhk0zkeZ58T7ly5bFuw0bExMRAVVUVRYoUQZfO7RVSlxR0HBL/9Stm+I6FlrYOxk2eIRW/NmvZHk1btIMwKhK6RfQQ8fE9Nm9cAzNz+Y0bKVsM27xVWzRr2UacB+EfPyAkeJ147MzY2ASqqqriCeIAYF1cNHYQER4ul0niXhWrwcm1hPhvcf0aHSU1lmSbQ2yir2+YQ2ySOZZklB6jWNvYS2xjWdwWn3K5pqUIylZusnNxdceOrSEFMl6SQRn7NYoeN1G2OjbDqeOHYe/gBEfn7183kidFxScZ4/XNsq2YPGz4cNSuXRtjRo/Oh9TlHc+dH/O736vE80akoNrhwoR1CRER0f8fPhqC6DcXFhaG3r17Y86cOWjYsKHMbYoVK4bu3bsjNDQUixcvxpo1awCIVs4OCwtDVFSUzP3c3d1x6dIlifcuXboED4/cbwovV64cHj58CCcnJ6mXPJ70Wrp0aVy8eFHcwclKX18flpaWP5WO3JiZmcHS0hLPnj2TSqO9vX2+7d+8eXMkJCTg2LFj2LJlCzp37iz+zNPTE9++fUN4eLjUd+R0Icnd3R1XrlyReO+ff/75yVzInaamJvT19SVeGr+4Wq66ujqcnFxw6+YN8Xupqam4GXYDrjlMVnBz88DNsBsS74XduA43N3eZ2+ddGtKQJrPcyZu2jg4sLK3Fr+I2djA0Msatm9fF23z9+gWPH97LMV/U1dXh6OQqvjEbEOXlrbBrEvt8/foF033HQE1dDT5TZuVpVYmMJ/1mTFYoaKJy4oywm2GZx5SairCwsBz/393c3HEzLEzivRt5KCepqYopA3mh7OXkxbMnKFJET24Xp0TptxK/itvYwUhG+h89vA9X99zS7yKxjyj918Xpd3R2gZqamkQevX3zChER4XB1F100TUxMgIpAIPHkTRUVFQgEojKkSMpWTl69fI4pPiNRu25DdO7eJx9TSvmB9as0dXV1ODk7S6RRnCfuOeSJuzvCpPLkhnj7OnXrYvmKFVi2fLn4ZWJigtatW2PGzJnySsovUba6JDt5tzmAcrU7bh4l099/Ld7m8+dYfI6NQTFTsxzT8PzZE7le+MqpnNyWKif34epWQuZ3ZOTR7bDMyewZeeSSwz4i0rH7q5fPMdVnBGrVbYjO3fv+cvp+REa/5qbU//WNHCdhu7l54JZUv+aaeHszcwsYGRnjZpa+UvYy12/AYCxZtlr8muo3CwAwbsJkdO3eC4BoVeDsK/tm9OPTFBy3pCWn4PPtezCuluVBawIBjKtVQvT1m7num5qYhMQP4RCoqcG0cT1EnDgr/izmvzDoONhJbK/rYIeEN+/z8/DzjZa2LoqZ24hf5taO0Dcsisd3Mvv2CV/j8PLJLdi5lMnxe9LS0rBrw0zcvnoag303wMS04CdU5UVhrV8/fniPO7fCUK+B5MSL/KBMefIjfR1VVVWYFC0GdXV1XDx/Bq7uHjAwMPzl/PgeecRrOUlNTRW3NQMGDJCI5/z8/AAAE3x80D3LTTcFJXs7bC1uhzPb1Ix22MWtpMzvUFdXh4OMdvh22HVx292iTWcsWBaEgMD14hcAdO87BINHTJBjCvNOUe2wk7Mz1NXV8eZN5oNKUlJS8DH8A4qZmgIA3HOsZ2Jhmksc96sUlSeJiYkAILVynopAIB5flOX5s6dyj+8zMIbNmbq6OpydnGSOEbi7ucncx93NDWFhknHb9Rs3ctweACI+fULs588wzuGGTwB49uwZVFRUYGhg8GOJyCfK3ieW93i9MsUmGeLj43Hp4jnUayj5gKycPH/6tMBvBFW2+qUgZf5/S17ru5XLtT5XNw+J/3tA1O64Zmt3vlfuIj9FYPL4UXB0dsGwkWPlukLpj8opXrsTJhmvPflOmXBwcpGI8VJTU3H75jVxmWjRtjMCAoMxf+kG8QsAevQZikEjfMT7vX75HNMnDkfNOo3QqVs/KJo82p26depg5fJlWLEsUPwyMTFBm9atMHOGv9T3GRkZQVtbG+cvXIC6ujrKeXrmXwLzQcb4/c1seXQz1/F7D4Rli+myj99nTBB/9+4tZs6aA319fbkc/8/KazuUl/o0ezucta/zI9LS0nDm5DHUrtPguw84lafM8ybzPMjbeRMm8d6NbOfNiuXLsXzZMvEr4/rFzBkzAGTG+SrZViQUfCfOLwjyOk9+hIGBAYoUKYKbYTcQEx2NipUq/9T3/IqCjEO+fv0CP9/RUFNXzzV+FQgEMDYpCk1NTVw8fxpFi5nC3vH7D/v5WcoYw0rmwRkULWYKB0fR5Gs3jxL49u0b3r9/K97+3VvR+EJu131+hbaOLswtrcUvaxt7GBqZyIhN7uU4lqSmrg57J1fcufmf+L3U1FTcuXlNvE8xMwsYGRfFuzcvJfb98PY1ipoq1wNZlLHcZPW8AK6HZqds/RplGDdRxjo2Pv4rLv91FnUaNJH5eUFSVHwyYMAAic8zxut9JkxQivF6nju5+93vVeJ5I1JQ7XBhwrqEiIjo/w9XEif6jX369AktWrRArVq10KVLF3z48EHic1VVVQQGBsLLywslSpRAYmIiDh06BPf0Gxo7duyIWbNmoUWLFpg9ezYsLCxw48YNWFpaonLlyhg7dizatWsHT09P1KtXDwcPHsSePXtw6tSpXI9rypQp+PPPP2FjY4M2bdpARUUFN2/exJ07dzAjvQOZn4YMGYLAwEB06NABPj4+MDAwwD///IMKFSrA1dUVY8eOxdSpU+Ho6IiyZcsiKCgIYWFh2Lx58y/97vTp0zFs2DAYGBigUaNGSExMxH///QehUCixgvbz58+lOtzOzs552l9XVxctWrSAr68v7t+/j44dM1dPcXFxQefOndGtWzcsWLAAnp6eiIiIwOnTp1G6dGk0aSI9sDd8+HD06NED5cuXR9WqVbF582bcvXsXDg4Ov5QXBalFy9ZYtHAenJxd4OLiiv379yIhMQH16osekrAwYC5MTIqie8/eAIBmzVvCZ/xo7N2zE+W9K+Li+XN48vgRhgwdIf7Oz59jEREejqgo0epzb9Nv1jQyMoaRsTE+vH+PixfOwbOcF/QNDBH5KQK7dm6DpoYGyntXKNgMkEEgEODP5m2wa1sILCytYWZuga0h62FsXBQVKlcTbzd14ihUrFwNjZu2AgA0bdkWgQtnw8nZFc4u7ji4fxcSExJQp77oxqmvX79g+uQxSEpMxIgxk/D16xd8/foFAKBvYChayf7qP4iOFsLJ2RXa2tp49fIFNm1YBTePkjA1k/+KYDlp2bIVFi4MgLOzs0Q5qV+/AQBgQcB8mJiYoEdP0WSYZs1bYML4sdizZze8vSvgwvlzePL4MYYOHQ4ASEhIwPZtW1GxUiUYGxkjJjYWhw8dRGTkJ1SrXl38u+Hh4fj8+TMiIiKQmpqKp09FKxJaWlpCW1u7gHNBkiLLydUrlxEdHQUXVw9oaGjg5o1r2L1jM5q3al+g6W/aojV2bguFpaUVTM0ssCUkCMYmRVExS/p9fUajUpVqaNK0JQCgecu2WLJwTnr63XBw/24kJCagbv1GAERPSKzX4A8ErV0BPT09aOvoYu2qpXB19xAPHpb1LI+N61dj9YolaNK0JdLSUrF7x1aoqKqiVJmy4t9+/eoFkpNTEPc5FvHx8Xj29AkAwMFR9pMc5UGR5eTli2eYOnEUPMt5o2mLthCm18kqqqoFMnkkv6nq6kDXKfOp7Tr21tAv44akqBgkvFbOSWd5wfpVWsuWLbFwwQJRnri6Yv++fUhMTET9+vUBAAEBATAxMUHPnj0BiB4CNH7cOOzZvRveFSrg/PnzePz4MYYOGwYA4ofrZKWqqgojIyNYZ1kRTZwn4eFKlye/e5uTkQeKanesrIujQqWqWL96GQYNHQVtHV2EBK+FlXVxlCotunn1zKnjUFNTE99g9Pflizh98hgGDyu4pz2Lyklb7Nq2CRaW1jA1N8fWkA0wMjaRKCfTJo5EhcrVs5STdghcOBuOzm5wdnHDof27kJgQLy4nH96/w+WLZ1DG01scu+/duRkaGprw8q4EAHj14hmmThyJsuW8xSuUAAXb5jRv2RqLF86Dk7MrXFxccWD/Hon/60UBc2BsUhTde4oemtK0eStMHD8Ke/fshLd3RVw4fxZPHj/C4KEjxfnZrEUr7Ni2GZaWVjAzM8fmkGAYm5igUmXRikXZbxbTSq8rzC0sUbSoaAXq8t4VcWDfbmzbEoIaNWsjPj4emzauh6mpWYHGJDl5tWYTPBbNROzNu4gJuw2bPl2hqq2N99v3AQBKLJ6JhA/heDpnCQBA37MUNM1NEXf3ITTNTeEwaiAgUMHLlUGZ37l2E8rvC4HdkD74eOg49MuWglXn1rg/3k8RSfxhAoEANf7oihN716CYuS2MTa1wZMcyGBiZolT5uuLtlvv3RmnvuqjeqBMAYNeGGbh26Qj6jFkKTW1dxEZ/AgBo6RSBhoYWACA2+hNioz/h08dXAID3rx5DU1sXRkUtoFtEMZOwlL1+zXDqxFEYGRujXHn5jxkoe18nNiYGl/86j5KlyyIpKQlnTh7D5b/OY8bcRXLPmwz5Ha8lJCRg27ZtqFSxIoyMjREbG4tDBw8iMjIS1dNjWNP0Sb8ZMuIzCwsLFC1WrKCSniOBQIAmzdtit7gdtsC2kPUy2uERqFi5Ov5o2hqAqB1etnA2HJ1d4eTijsP7dyIxIR6164seiJCxcm12xYqZwczcUvz3+3dvkBAfj2hhFJKSEvH86WMAgLWNHdTV1eWZdACKaYd1dHTRqHFTbA3diGLFiqGYqRn27toBAKhWrSYAwMraGhUrVcHa1SsweOhI6OjoYFPw+vR6puz/XZ64uXlAt0gRLF4wFx06dYWGhiZOHD+Mjx8/wNtb9FCYf6/8jWihEK5u7lDX0EDYjWvYuX0rWrZuK9f8yMnvHsNm16plSwQsXAhnZ2e4urhg7/79SEhMQIP0+nV+wAKYmJigV88eAIAWzZth7PgJ2L1nDyp4e+Pc+Qt4/PgJhg8dCkA0sTd0yxZUq1oVRkZGeP/+PdZv2ABLCwt4eXkBAO7dv4+HDx+iTOnS0NbWxv0HD7B6zVrUqV0benp6CsmH7H738XpFxiYZ/rpwFqnfvqFm7fpSx3dg3y6YmVnAxtYOSUlJOHn8MG7fuoGpM+bJMVe+T5H1iyI0b9kGSxbOhZOzi8T/d8a1vkUBc2BiUhTdsrQ7k8aPxL49O1DeuxIunj+Lp48fYfBQ0fVUUbkTtTsWltYwMzMXl7tK6fkX+SkCkyaMRjFTM/Ts3R+xMTHi48n6kIBXr14gJTkFnz9/Rnz8V4WM02ekqUnzdti9fSPMraxhamaB7aHrYGRsAu/KmeOm0ycOR4XKNcTx2p8t2mP5ollwdHaTjNfqpcdrRibiFTuzKlrMVByvvXrxDNMnDUeZchXwZ8v2EArT2xwVFRgY5PzQDnnL73Ynt3HY4lnGYQ8cPAh3d3doa2nj+o0bWL9hA3r26CGxsqeyEF1Hn58+fu+G/ekxXca5tSBgXvr4fcZ19BaYMH4M9uzZlWX8/hGGpI/fp6SkYPYsfzx98hhTpvkj9VsqhOkLEBTR0yuQ2P1HZbTDO7eFwMLSCmbmFtgSsgHGxpLt0JSJo1CpcnU0Tm+HmrVsi6UL58DR2QXOLu44tH8XEhIy2yEAEEZFIVoYJZ6k+fLFM2hr66CoqSn09DLL0u2b1/Hx43vUa6j4iVgtW7bEgiznzb79+7/bHx43frz4vMnoDw/Lw3mTcf3C3c0NRYoUwYIFC9CpUydoaGjg2PHj+PjxIyp4exdg6mXL7/MEyLjfJAKR6TH6m/QHfxkZGYnbmJMnjqO4jQ0MDAzw4P49rFm9Es1btIJ1lpWhFUVeccjXr1/gN3kMEhMTMHzMZJnxKwDs270Vnl4VIBCo4MrlC9i3awtGTZgm/ryg8kCRMezeXdvg6VUBKioC/H3pL+zZuRVjJkwR50GZsl5wcHLGskXz0bv/YKSmpmHNiiUo4+klsbq4vPPoj+btsFccm1hiR+haGBkXRfkssYn/xGHwrlwDjZq2AQA0adEeKxfNhIOzG5xcPHBk/w4kJiSgZr0m4u9t2roTdm5eD1t7Z9g5OOP86SN4++YlRvhk3mP4KfwD4uJiERnxEamp3/Di2SMAgLmFNbS0dQokD7JTZLn598plxAiFcHETXQ8Nu/Efdm3fghat2xV8RmTBcRNpiq5jAeBSLn1kRVBEfJLbeH2xokXlmt684LnzfYq6V0lZ8LyRJq92GBD1/YTCKHx4J9n3K5al7xcR/hGfP3/GpwjRPVsZ40cWllYKu2eLdQkREVHhx0niRL+xw4cP4+XLl3j58iUsLKRv7rC1tUWfPn3g4+ODFy9eQFtbG9WrV8e2bdsAABoaGjhx4gRGjx6Nxo0bIyUlBR4eHli+fDkAoEWLFliyZAkCAgIwfPhw2NvbIygoCLVq1cr1uBo2bIhDhw7Bz88Pc+fOhbq6Otzc3NCnj3xWBDUxMcGZM2cwduxY1KxZE6qqqihbtiyqVhXdbDZs2DDExMRg9OjRCA8Ph4eHBw4cOABnZ+df+t0+ffpAR0cH8+fPx9ixY6Grq4tSpUphxIgREttlnTCe4eLFi3nev3PnzmjcuDFq1KgBGxsbic+CgoIwY8YMjB49Gm/fvkXRokVRqVIl/PnnnzKPuX379nj69CnGjRuHhIQEtG7dGgMHDsTx48d/KS8KUvWatRATG43NIRshFArh4OCI6X6zYGQkuikhIiIcApXMp1K7e5TAmHE+CN0UjE3BQbC0ssIk32mwtctcsf3KP39jyaIA8d/z5opW6ezYqSs6dekGdQ113L17Gwf270FcXBwMDY1QomQpzFuwBIaGirsZIquWbToiMSEBqwID8OVLHNw9SsHXf57EU0I/vH+L2NjMm16q1aiD2JhobA0NQrQwCvYOTvD1mwdDI9GFymdPHuHxw/sAgEF9Okv83qoNW2FqZgENDU2cOnYIQWuXISU5GSZFTVGpSnW0atupAFKdsxo1ayImNgahISHp5cQBfn4zciwnHh4eGDtuPEI2bcTG4GBYWVlisu8U2NnZARDd+PL6zWucnnkKMTGx0NfXg7OLC+bND4CtrZ34e0JDN+F0lgdpDBs6GAAwe85clC6d8yp+BUVR5URVVRXHDu1D0NrlQFoazC2s0KPvINRvKLuukpeWbTogISEBKwIX4ktcHNxLlMIUvznQ0Mh8kvKH9+8kbg6rVrM2YmKjsTUkCEKhEPYOjpjqN1ecfgDo1W8wBAIVzJ05DcnJyfD0Ko/+g0aIP7cuboNJU2di+5ZNGD96CFQEKrB3dMJU/7kwznLzvN8UH0SEfxT/PWqoaHWOfUfOyCM7cqSocvL3pfOIjYnG+bMncf7sSfHnxUzNsDpouzyTLBcGXiVR+XSI+G+PgIkAgNeb9uBWb5+cdlN6rF+l1axZE7ExMQgJDYUwKgoOjo7w8/fPzJPwcIkVMzw8PDBu/Hhs2rgRwcHBsLKygq+vrzhP8io0JETi4U1DhwwBAMyZOxelS5f+9YT9ot+9zQEU1+4AwIgxE7B+zQr4T5sIFYEKSpQqjSn+cyVWrtmxNRQR4R+hqqoKK+viGDPBF1XSJygVlBZtOiIhIV5cTtw8SsHXf362cvIOn7OUk6o16iAmJhrbQjeIy8lkv/niPNLQ0MC9u7dwaP8ufIn7DANDI3iULINZActhkB67Z7Q5F86exAWJNsccqwqozaleszZiYmOwJSRY3K+Z5jc7W32auaKZu0cJjB43EZs3BSEkeAMsraww0Xe6RL+mVZv2SEhIwPLARfgSFwePEiUxLVuZ+54yZT0xetxE7Nm1HXt2bYemphZc3d0xzX82NDW/v0qhvH08eBzqJsZwGDMYmsWK4vO9B7jRdQCSPokuMmpZWUiseK6iqQnHsUOhbWONb1+/IvLMRdwZPhEpsZ/F28TevItbfUbAyWcE7EcMQMLrt3g4bR4+7D1c4On7WXWb9UJSYjy2r52G+K+f4eBaDv0nrIJ6lnPp08fXiPssFP996aSorC/z6ynxXR0HzEDFWi3E2xzfvVL8WeD07lLbKIKy16+pqak4c+o46tRrVGA3syp7X+fs6RMIXr8KaWmAq7sHZsxZBBfXn1tx62fkd7ymoqKCN69fY+apU4iJiYG+vj5cXFwwf/582NraFli6flWLNp2QmJCA1Vna4cn+ARLt8Mf37yTitao16iI2Szts5+CESX4BEuUmL1YunYd7t8PEf48dJrr5fsWG7QUyiVFR7XDP3v2gqqqKhQFzkJSYBBdXN8ycHYAiWSa2jhwzHuvWrITftElQEQhQolQZTPOfLfcVCBWRJ/oGBpjmNxuhmzZgss8YpKR8g42tLSb5+sHewRGA6Ma0w4f2Y/3alUhLS4OFpRV69x2ABo0ayzU/cvM7x7DZ1axZAzGxMQgJCRWPEczw8xOXm/CICKkxgvHjxmLjphAEB2+EpZUVpvhOlqhfnz9/gVOnTuPLly8wNjaGVzlPdOvaFRrpk9DU1dVx/vwFhG7eguTkZJibmaFlixZo1aplgac/N7/7eL0i4zUAOHXiCCpVqS5zAmdKcgqC1q1EVOQnaGpqwdbeAdNnzkepMopfEVhR9YsiVK9ZG7FZ2h3R//cc8XF/igiHSrZrfaPHTULopg3idsfH1y9buyNd7qb6zRaXu7Ab1/D+3Vu8f/cWvbp1kDie/UdOi//tP2UiwrOM048c2l9qm4LSvHUnJCTEY3XgfHxNLxOT/LLFax+ylwlRvLY9dP1Px2v/XDqH2JhoXDx7AhfPnhC/X8zUHCs27MyfxP2E/G538urhw0cICd2MhPh4WBcvjqFDhqBe3Tr5mbR8U6NmrfTx+01Zxu9nSsR02c+tseN8ECK+jm6JSb7TYJd+bkVGfsKVf/4GAAwbMlDit2bNma/wsfmciNqheKwMXJClHZ4r3Q5JtcMx2BYaDKEwCvYOjpiSrR06fvQAtm/ZKP570njRBJOhI8ajTpYJBadOHIGbewlYF5e8t0MRatasiZjYWISGhCBKKISjgwP8pc6bzDhfdN6Mw8ZNm376+oW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TJmvJgnlq3aK5bNNGLubNljWr1vutMnq1a91K6dKlU7my5n14eGzMOcbHWCdxBw4c1NKlS9WmVSvN95knDw93jXrpvMEM1aldWwt85qlSpUqaMHFSvHmDsmXKaK2/n+E1fOhQk+cztx8OHdaiZavUrmVTLflihjzd82nY2EkKCg4xGf7k6TOaNPMLfVC7pr6cO1OVK5bT2MkzdPmfq5Ii74cbO3mGrt+6pYmjhmnJ3JnKkS2bBo8eryehoZKkbFmdtXH1UqNXh1bNlS6dvSqUKZViaU8I9yWZtnXjOu0K2KzuvQdp6pzFsn+lfv338l26QM1atdfMeUuV191TE+P06z28Cqj3gOGau3i1xkycpYiICE0cMzheumvUrqfK71ZPtvS9CXPVr96FimiF3yaj1/t1PlSOHLnklT/hBcgpwdxzBC3bdDTKlw8/bpRo+OSUHOOcaD8dPqyzZ86YnJd+9uyZqlStqnofWu49OFw7Mcw5D1unbj2j30Q7djb9QChzoIzER/0aH+UEAIDUjUXiAMzCzs5OOXPmlKurq0qXLq2RI0dq27Zt2r17t3x9fXXlyhVZWVkZ7ZgdHBwsKysr7d+/X5K0f/9+WVlZaffu3SpTpozs7Oz0448/6uLFi2rQoIFy5MihjBkzqly5ctq3b5/hPNWqVdM///yjAQMGyMrKSlZRdzn4+vrGW/i8aNEieXp6Km3atPL29pafn5/R51ZWVlq2bJkaNWqk9OnTK3/+/Nq+/c129YlOz3fffaeyZcsqffr0euedd3T27FlD/MaPH6/jx48b4u3r62vImy5duihbtmzKnDmzatSooePHjxvOPW7cOJUsWVLLli2Tu7u77O3tJUl79uxRlSpV5ODgIGdnZ3300Ue6ePGi4Th3d3dJUqlSpWRlZaVq1apJitwNvmGsXXzCwsL06aefKnv27LK3t1eVKlV05MiRV05bSoqIiNDubV+rUfP2KluxqvK6e6n3wDEKCryr338+lOBxO7d+pRp16qtarQ+V281dXXoPUVo7O+3/1viHejs7Ozk4OhtesXec/OnQd3Jz91Tjlp2U0yW3ChcrpdYde2nvzk168vhRsqX5ZbZu2aQ6dT/Q+7Xrys0tr3r16Sc7Ozt9uzf+rimStH3bFpUuU06fNGmmPG551aZdB3l6emlHwDZDmBo1a6llq7YqWaq0yXNIkU9KLFqsuHLkyCkvr/xq066j7t65o9txnpBnDhEREdq9/Ws1atZBZSu+q7zuXuo1YGxkOfnlYILH7dy6XjXqfKxq73+k3G7u6txraLxy4rdsnurWb6oGTdspT14PueTOq0pVa8rWNq0k6X5IsG5ev6YGTdoqr7uXcrnkUcv2PRUWFqpr/1xK9rQnJCIiQnu2f6WGUXni5u6lngPGKvglebJr6zpVj5MndnZ2OhCVJ9Zp0hhdMw6OzjryywFVrFJD9unSS5IyZsysWvU+kUf+QsqWPZeKliinWvUa68yp4wl+b3LbsmWLPqhbV7Vr11ZeNzf17dNHdnZ22rt3r8nw27ZtU9kyZdSkSRO5ubmpXbt28vT0VEBAgFG4u3fvatGiRRo6ZEiCOyQcOXJEfx49qi5dXn4DcEqLiIjQrm0b9EnzdipnqGNHKyjwno4kWseuV8069VXdqI611w9x6ti0dvYJ1rHR9u7aoscPH6j+Jy2TPH2va8uWzapbt65q1a4tN7e86tOnr+zt7LQ3wfp1q8qUKavGTZrKzc1Nbdu1j6pfY/oW1apXV6lSpZUrVy7lzZtPXbt10+PHj3X5csyPE23atFWjRp8ob758yZ3EFHXnm4M699kXurVt38sDp2J++//QJ5WKqWGFovLM6azRTWvJPq2ttv76l8nw5bzyqGbx/PLI4aw8WR3U+r3Syp8rm45e+s8QJmvmDEav/ScvqJyXm3JndUihVL0e2pz4IiIitHPb12ocq37tM3DUS+vXHVu/MtSvedzc1a33YKW1s9f33+40Cnf50nkFbPlKPfsPN3meTt37q+5HnyhHTpckTder2rZlo2rXrRfVX82nnn36y87OTvv27jEZPmDb5qj+anPlccur1u06ysMzv3YGbJUUmZ8BWzeraYs2qlCpsvK5e6r/oGEKvHdXv/z8o+E8rdp0UINGTZQ3n3ui8cuQIaMcnZwMr7Rp0yZZ2l9HRESEdmzbqCbN26p8pSrK5+6pTweNUGDgXf0WK11xBWzZoFp1P1TNWh8oj1s+de8zUHb29vp+7y5JUt58Hho6aoLKVXhHOXO5qliJ0mrdrot+//VnPX9u/KC2PTu36dGjh2rwSfNkTeuriB7n1KpdR25uedX7peOcrSpTppwaN2mmPG5uamsY50S2wxkyZNCkKdNV9d33lDt3HhUsWEg9evXRhQvndfv2bUlSmbLl1H/gYJUuXVY5c+VShYqV1OiTJvrpp4TzPyWZY+yXJk0ao+vD0clJv/x0WFWqvmeWneTMVZ80aNRE3gULK3uOHCpUuIgaN22pc2dOx3vY4ZrVK5Q7dx5VNsMO69HM3eZI0je7tujRw4eq/0mLJEvX27D0dsgczDUmbtSokQoVLKgcOXKocOHCata0qc6cOfNWDw5NKtHtcNPmbVUhqh3uF9UO/5pIO7w9TjvcI6od/m7vbkOY+g2bqHGzVvIuGH+nV0l6/vy5li+Zr/aduqtuvY/l6ppHedzyqXJV897ka848KV22vPoOGKaSpcspZy4Xla9YWQ0+aaZffkq4Hktu5pqDlaRLFy9o6+aN6td/cJKm6XVF1n+b1CxW/ddv0HAF3ku8TGzbskG169ZTzdqRZaJnnwGys7MzlIlHjx5q397d6tS1p4qXLC2v/AXUd8BQnTn9t86eOWV0rt1R/dWGnzSL9z1x+/UXzp3Vw4cPVLNW3aTNiJcw57UT7Y/ff9WxP39Xh849kixdr8qc5eThgwda47dC/QaN0HvVaypXLlflc/dU+YqVDd9jb59OPfoMUO26H5ncqT4lRPbXNqhx87YqX6mq8rl7qu+gyP5a4mO/r/V+3Y9Uo1Y95XHLp259BkWN/eL01y5G9td69TPdX+vco58++OgT5ciZK0nT9TbMOR6uWbueOnfvqyLFSipnLhe9V6O2arz/gVnbHCmyv1b3gw9Uu3ZtueXNqz59+760v1ambNlE+2vVq1dXqVKlouam86pb165Gc9O//fqrbGxs1Kt3b+XOnVsFvL3Vp08fHT58WNevX0+RdMdmCe1OYnNGHp759W61mnLL664cOXKqWo1aKlWmrE6dNN55Lqls27Ip1rgmr3q95rimTbuO8vD00s6ovkhERIS2b92sZi1aq2KlynJ399CAQcMUeO+efvn5sKTIfurSJQvVoXM3ffBhfbnmzi03t7yq8m41w/ccOrhf+dzd1aJVW7m4uKposRLq0Kmrdu3YpsePTT84Nbls2rJNH9StrTq13ldeNzf169NLdvZ2+mav6d8ktm4PULkypdWs8Sdyc8ujDm3byMvTQ9t3xNSrK1f7q3zZMuraqaO8PD3lkiuXKlWsIMeo+1LSpEkjJydHo9fhn3/Wu1Uqm2XexBTmHONjrPNym7dsUd26dVW7dq1Y8wb2+iaBdmjrtu0qW6aMmjZpLDc3N7Vv11Zenp7aHmD8W7Gtra2cnJwMr0yZzLujfEI2bA1QvTrv64P3ayifWx4N6NVNdnZ22v3t9ybDb96+S+VLl1SLTxoob57c6tSmpfJ7umvrjsiy8e/1Gzp19pz69+ymggW85JbbVf17ddXTp0/1/YHIMpcmTRo5OToavX785VdVq/KORdQn3JcUX2RdssGofu07aORr9+u7R/Xrv4uqXyWp9gcfq0jREsqeI5c8vAqoZbsuunvntu7cvmkIE9mvb2S23/5MMWf9amtra9Rvy5Q5s3775bBq1KpruLfUHCxhjiBduvRGeWNvb746JTnGOVLMvPSQoUNNzku3adtWjRo1Uj4LvQeHa8eYOedh7ezsjPLD1H1t5kAZiY/6NT7KCQAAqR+LxAFYjBo1aqhEiRLavPn1nqw+fPhwTZs2TadPn1bx4sX18OFD1atXT999952OHj2qunXrqn79+rp6NfIJq5s3b1bu3Lk1YcIE3bhxQzdu3DB53i1btqhfv34aNGiQTp48qe7du6tjx4764YcfjMKNHz9ezZo104kTJ1SvXj21bt1agYGBJs/5KkaNGqXZs2fr999/l42NjTp16iRJat68uQYNGqQiRYoY4t28eeSPYE2bNtXt27e1e/du/fHHHypdurRq1qxpFI8LFy5o06ZN2rx5s2Hx/aNHjzRw4ED9/vvv+u6772Rtba1GjRrpxYsXkqTffvtNkrRv3z7duHEjwf+boUOHatOmTVq1apX+/PNPeXl5qU6dOvHyIaG0paTbt64rOOieipWM2fkhfYaM8vIurHNnTpo85ll4uC5fOKtiJcsZ3rO2tlaxkmXjHfPj/m/VtVU9De7VRut8Fyks6qm90eeJXggcLa2dncKfPtWlCym/YF6SwsPDdeHCOZUoGTOBZW1trZIlS8e7kSHamTOn4k14lSpTVmfOnH7jeISGPtG+b79Rjpw5lTVrtjc+T1KJLidF45QTzwKFdf4l5aRoiZhjrK2tVbRkOZ0/G3lMSHCgLpz9W5mzOGrskG7q3vZDjR/eS2f+jll4lilzFrm4uung97sVGvpEz58/03d7timzg6Pcvcz3VLyYPIm5Dl49T4yvndh5EtelC2f0z6XzqlYr4Z3Sgu7d0ZGf96tQUfM88To8PFznL1xQyZIlDe9FXjcldfrMGZPHnD5zRiVLGce3TJkyRuFfvHihWbNmqUnjxsqbN6/J8wQFBWnuvHkaPGiQ7O3s3j4xSSymjjUuJ17eiZeTSxfOGdXL0XXs+TN/G4X9cf+36tLqQw3q1VZrfRcb1bGS9O/Vy9q0zle9B442+wRhZP16XiVLxvy/R5aTUgnWl2fOnI5XTkqXKZNg+PDwcO3evVsZMmSQu4kdsJD6hD97rtP/3lLFAm6G96ytrVQxv5tO/GO6zxpbRESEfj33j67cCVQZT1eTYe49eKRDpy6rUYWiSRbvpEabE9/tWzcUHBRoVFdmyJBRXt6FdDZOXRktPKp+LV4yZscZa2trFS9ZVudiHRMWGqq5M8erS88BcnSM/2R0cwsPD9dFE/3VEon0V8+eORVvR7dSZcoawt+6eUNBQYFG58yQIaMKeBfS2dOmz5mYJYvmqU2LRhrcv5f27d2tiIiI1z5HUrh1M7KclIj1f54hQ0bl9y6cYF5F5u9ZE+WkTILHSNKjxw+VPn16pUljY3jv2tUr+nrdKn06cGQqbYdPmWiHEx/nPH70SFZWVsqYMeEf+B8/eqRMGc1/s6KljP0unD+nS5cuqlbtlF1sJVlOffLgwX0d+OE7FSxURDY2MdfQiWNHdfjHg+re+9M3TmNSMHebc+3qZW1c56s+A0fL2sr8P19YSrmxJOYcE8f24MED/fDDDypUqJDRtWQuMf+vcdvhxK+dyPIV99opneAxply8cE737t2VlbW1Bvbtqk5tGmvC2GFGO52YgznzxJTHjx4po5kWEJizHQ4NDdWsGVPVo1dfOTqZZ0FrtOgyUTxOmUis/osuE3HbmBKx+qsXz5/Ts2fPjMLkzuOmbNmy6+zpmHJz7eoVfb3WT/0HDZeV9cvbmH17d6l4ydLKniPna6f1bZj72gkOCtSiebPUf/BI2dnZv1ki3oI5y8mxo38o4sULBd67qz7dO6hz22aaMWW87ty5nRxJfWO3o8Z+xeP01/J7F0rwd66Y/lrcOdgyRmUksr82QV169pejk+XNESTE3OPhuB4/emi2NkeKanfOnzfZXztzOoEx8enTKhUrvBTZX0sovNHctIeH4T0bGxtZx6pj7aJ+x/j777drx9+EudsdSfpy0Vy1bdFQQ/r3fOmc0aWL53Xm9N8qWqzEG6U3MdF9kZImxjVnEumLlIjTFyldppwh/KuMay5eOK979+7K2spK/fp0V/vWzTRuzAijfmp4eHi8By6mTZtWT58+1cUL594u4a8hepxTKs51U6pkiQTHOafOnFGpksb/X2VLlzaEf/HihX478rtcXV00YsxnatqqrfoOGKzDP/+SYDzOnb+gi5cuq27tWm+fqCRi7jrWkuYco5m7vxaXOcc6piR8PSU+b1CqVEmj98qUKR0v/Im//lLzlq3UuWs3+cxfoPv37yd19N9aeHi4zl24pDIlihves7a2VpmSxXQqgY00Tp05p9Ilixu9V65USf195pzhnJKUNq2t0TltbW118pTpPD134aIuXLqiD2rVeKv0JAVLmZu2tPuSbhn69a9fl5iqX88lcExo6BP98O1uZc+RS85ZsydtIpKYJdWvR349rIcP7qtGrQ/e+BxJwRLyZPOGtWrbooEG9u2qLZvWx9uRPqUk1zgnel66cZMmrzQvbYksoZxEM/e1Y+42Z/8P36tVi8bq3bOrVq1crtA497WZC2UkPkvIE0upX6NZQp5Es5RyAgBAamP+O2cAIJaCBQvqxInXezr2hAkTVKtWzI9kTk5OKlEi5se4iRMnasuWLdq+fbv69OkjJycnpUmTRpkyZVLOnAnf3DNr1ix16NBBvXr1kiQNHDhQv/zyi2bNmqXq1WN2YenQoYNatozcrXTKlCmaN2+efvvtN9Wt+2Y3PE+ePFnvvRe5Y9Tw4cP14YcfKjQ0VOnSpVPGjBllY2NjFO8ff/xRv/32m27fvm34oX3WrFnaunWrNm7cqG7dukmSnj59qtWrVytbtpiJ7saNGxt994oVK5QtWzadOnVKRYsWNYR1dnZOMK8ePXqkRYsWydfXVx98EDkgW7p0qb799lstX75cQ4YMeWnaonc2jy0sLExhYWFG7z19Gqa0ad9uUWRwUOTC9SwOxjfEZXFwUnDwPZPH3L8frBcvnps85r9/rxr+rlytlrJlyylH56y6evmC1vou0vX/rmrQqKmSpOKly2vX9q91+MC3qlSlhoKDArVp3cqoeJn+7uR2/36IXrx4IUdHR6P3HRwc9e+1ayaPCQ4KkkPU081jh4/O29exc8d2+a5YqtDQULnmzqOJk6fL1tb25Qcms5DEykkC6TSUE8f4x1z/9x9J0u2bkTslbFq3XK079VFe9/w69P0eTR79qWYs8FculzyysrLSyEnzNHvycHVq9r6srKyV2cFRw8fNUcaMmZM6qa8sJKqMmsqTkATK74NXyJO49u8NkGuefCpQqHi8z3xmjtUfvxzU06dhKl2+irr2HfEmSXlr9+/fN3ndODo4JHjdBAUFGXYFiB0+KCjI8PeGDRtknSaNGjRoYPIcERERmjNnjj6sV08FChTQrVvmf7p1XDF1rHHeZHFwVHBwQtdOSIJ1bOxyUrlaLWXNllNOzln1z+WLhjp28KgpkqTw8KeaO2Oc2nTqpazZc+rWzZTfmSS26HLi4Ohg9L6Dg4OuJVJO4tevxuVEityRZfr0qQoLC5OTk5MmTZ6iLFmyJGX0YSZBj57o+YsIOWcyXmzonCm9Lt9OuJ198CRMtcYtUfiz57K2ttLIJjVVyTufybDbf/tb6e3Tqmbx/EkZ9SRFmxNfdF/RwSFun80pwfr1QYL1q6P+i5Unvst85F2oqMpVrJrEsU4a0f1Vh9fqrwaayCtHBUW1U9H1qqlzxq1zX6ZVmw4qXqKU7OztdPTP37V4wVw9efJE9Rt88lrnSQqGdjjOdRA77XE9iM5fh/jH/Hftqslj7ocEa8M6P9WqG/OAhfDwp5ozY6Lad+qhbNlzWFA7/OrlJrIdjhveIcH+/9OnT7Vy5TK9+161BJ8Cf/36fwoI2KZOXbq9QSqSlrnHftH27t2jPHncVKhwkTc+x5syd32yasWX2hmwTWFhofIuWEijx002itvcz2do4OARZt9VwJxtTmSffrzaduqlbNlzGMbQ5mTucmOJzDUmjrZ8xQoFBAQoLCxMBQsW1Phx494oHUktph2O//+aUL0Z3Q7HHUMn1g6bcutm5AOlvlqzSh279lT27Dm1bcvXGjOivxZ86adMmcwzn2TOPInrxvX/tCtgi9qbYVdkybzt8LKli1WwUGFVrPTOax2XHKLjHrf+y/Iq/VUTx/wbVSaCgoJkY2OrjBkzGoVxcIypV8PDn2r29Elq37m7smXPoZs3E38QW+C9u/rz9980cOjoV09gEjHntRMREaF5n09XnXofyyu/t27fuvnyg5KYOcvJrZvXFRERoY1frVGX7n2UPkMGrVm9QuNGDdEXC5ZZxG8XkhQU3V+Ll96Ef7+I6a/F7+PFLiO+SyP7a+UrWeYcQULMOR6O68ypkzp86AeNGjftdZKQpBLqrzk4Ourav/+aPCYoKCh+/9Qxfv/0119/1fRp0wxz05MnTzbMTZcoWVJLly7Vxo0b1aBBA4WGhmrlihWS9FYPWH9T5qxPJKllm46GOaNjf/6uJQu+UOiTJ/oozpxR57bNFBISeY02b9Vetep++GYJTkRi45r/Eu2LxJ8nefm4JiZMdHu7bs1qde7aQ9lz5NTWzRs0cvggLV7qq0yZMqt0mbIK2LZZB/Z/rypV31NwUJDWr/WXlLLlxnDdmBi3XLv2n8ljgoKC44V3cHBQYFTeBAeH6MmTJ/pqwyZ1aNtGXTq015E//tSEyVM1c+pkFS8W/0Gue/Z+K7c8eVSkcKEkSVdSYM4xPsY6iUuu30jLlimjyu+8o5w5curGjRvyXbVKo8d+ps9nzzK566u5hNx/ENUOG/926+jgoKv/mq5PAoPj1yeODlkUFBwsSXLL7ars2bJq2ao1Gtinu+zt7LRx2w7duXtP9xKYS9q193vlzZNbRQsVfOs0vS1zz01b6n1JMX2V+HOqL+vXx22js5ioS/bs2CK/lUsUGvpELrnd9Nnk2RaR7sRYUv26b+9ulSxdzuwPFDB3nnz48Sfy9CygjJky6czpv+Xvu1RBgffUqWvv1zpPUkiucc6GDRuUxtr6pfPSlszc5SQ2c1875mxz3qtWQ9mzZ5eTU1ZduXJJviuW6b//rmnk6HGvdZ7kQBmJz9x5Ykn1azRz50lsllJOAABIbVgkDsCiREREvPbTf8uWLWv098OHDzVu3Djt3LlTN27c0LNnz/TkyRPDTuKv6vTp04YF1tEqV66suXPnGr1XvHjMopIMGTIoc+bMun37zXcViH2+XLlySZJu374tNzc3k+GPHz+uhw8fytnZ+In+T5480cWLFw1/582b12iBuCSdP39eY8eO1a+//qq7d+8adhC/evWqihZ9td0lL168qPDwcFWuXNnwnq2trcqXL6/TcZ7S+Dppmzp1qsaPH2/0Xrc+Q9Tj06GvFK9oP/7wjZYumGn4e9hnMxMJ/XberxszWeiWz1MOTlk1adSnunnjX+XMlVslSldQm469tWzBTC2YPVG2trb6pEUHnfn7uMU89TqlVateU6VKlVZgYKC2bN6g6VMnacasL+I9MT65/bj/Gy1bMMPw99Cxs5Lle6J3CKhZt6Gqvf+RJMnd01snT/yu/d/uUMv2PRUREaGVi2cpSxZHfTZtkdKmtdP3e7dr1sShmjRnuRydsiZL3OL6cf83Wr5guuHv5MqT2J6Gheqng3vVqHlHk5+37dJPn7TopJvXr2n9qkXyXzZPnXoNMRk2tTl//ry2bd8un3nzEqwPtm/frsdPnqhZs2YpHLuEHfphr1EdO/yzGYmEfjtx61hHJ2dNHNVPN2/8p5y5XLXOd4lc8+RT1ep1ki0OlqJ4iRLymb9Q9++HaM+e3Zo2dYrmfD433o8W+N+RwS6tvh7cVo+fhuvXc1c1e+sB5XZ2UDmvPPHCbv3tpOqVLig7W8uZDqDNie/QD3u1ZEFMPoz4bHoiod/ckV9/1Mnjf2rGvOXJcv7/Bc1btTX828Mzv0JDQ7Vl09cpskj8wA/fasn82Ya/U+IG9MePH2nyuBHK45ZXzVt3MLzv77tUufO46b0atZM9Dpbg2bNnmjZ1khQh9e5jetfnu3fv6rMxo1SlyruqW7deCsfQMoWFheng/u/VvGVrc0fFLBo1bq73a3+gO7dvaf1aP30xe7rGjJssKysrLZg3R+9Wq6EixeI/uCS5WVKbs8Z3iVzz5NW7/wN9ehh7lTFxtCaNG6tO7dq6ffu21qxdq1mzZ2v8uHEpPrd24IdvtXj+HMPfo8ZNTdHvjy0iInJOt0nz1qpUOfIBnX0HDFOXds3004/7VeeDj1MkHpaUJ7Hdu3tHE8YO1TtV3lPtuh+ZOzop6tdfftKJ40c112exWb7/wA/7tMgnpkyMHm++MuG3cply58mrajVebVfO7/ftVYaMGVWhUuWXB35LlnTt7AzYrCdPHuuTpq1S7DstqZy8iIjQs2fP1KVHH5UqXU6SNGjYaHVs3UQnTxxTqTLlzBKvgz/s1Zexxn4jxiVTf+2XH/XXiT81MxXMEVjSeDi2f65c0rSJo9SsVXuVLG2e8pLcSpQoofkLFuh+SIj27NmjqVOn6vMvvpCDg4Py5s2rgYMGadnSpfJduVLWUQstHB0dZZ0CfTVLqk+khOaMvoq3SHzKzMgHDp47e0p+K5cpl4uL3q1WM6Wjmywiou49aNqild6p8q4kqd/AIerYtqUOHzqouvU+UqnSZdWhUzctmv+FPp81Tba2adW8ZWud+vuvFCk3ySm6n/5OxQpq3CjyNy5PTw+dOn1GO3btjrdIPCwsTD8cOKjWLcz7O6Al1bGWMudoSf212P7XxjrVojakkCR393xyd8+njp276MRff8XbJfb/GxsbG00YOUQz5y1Sg5YdonYmL67yZUpJUfegxBYWFqbvDh5S2+ZNzBBby2Mp9yUdjFO/jkzm+rVq9VoqXqqcgoLuafum9Zo9dZwmz5r/1puzJCVLrV/v3r2jY38e0eDhY1P8uy0tTxo0iumX5HP3lI2NjRbPn6O2HbrK1jZlr6HkcP78eW3ftk3zfHxS1b2bllZOopnz2rEEdT+IeeBXPnd3OTo6afTIobpx47py5XJJ0bhQRuKztDyxhPrV0vIk2v96XQIAwNuwnLvCAUCRC7Pd3d1lbW0tKWZBpSSFh4ebPCZDBuMdlgYPHqxvv/1Ws2bNkpeXl9KlS6cmTZro6dOnyRLnuE/ZtLKyMiy2ftvzRU8+JXa+hw8fKleuXNq/f3+8z2IvFoubT5JUv3595c2bV0uXLpWLi4tevHihokWLpkhevSxtI0aM0MCBA43eO33twWt/Z5kKVeTlHbNDWXh4ZNpCggONFtuGBAcqr7vpHTUzZ3aQtXUahcTZMSskODDeE11j8/IuLEm6df0/5cyVW5L0YaMWqtewuYIC7ypjxsy6c/uG1q1arBw5XV87bUkhc+Yssra2jrcTQHBwkBydHE0e4+DoqOCoJxbHDp9YXiQkQ4YMypAhg1xcc8u7YCG1bPaJfv7pR71XrcZrn+ttlClfRV4FXq2c5PN4STkJSricODhGPszBNU8+ozCuufPp3p3IXaH/PvGH/jzyk5at+8awg1xnryE6eeyIDn63Sw2atnuLlL66yDwpbPj7WVQdbPLa8Shg8hyZEs0T53jhfz38g8LCQlW1xgcmz+fg6CwHR2e55smnDBkza8LwHmrUomOKLZyPljlzZpPXTVBwsBydTF8Hjo6Ohid9G4WPevLiyb//VnBwsNq1b2/4/MWLF1q2bJm2bt2qVb6+On78uM6cOaOP4zy99tN+/VS9enUNHjQoCVL3espWqKL83jHlJObaCYpTToKUz93L5Dki66GE6tj45SRadB178/q/ypnLVSdP/KGr/1xSy4/3S5IiFNmH6NLqIzVq3k7NWnd+/QS+hehyEhwUbPR+cHBwgvWro8n6NTjeE27t7e3l4uIiFxcXFSxYSF27dNLeb/aoWfMWSZkEmIFjhnRKY22lew8eGb1/78FjZc2c8K6i1tZWcssWWU4KumbX5Vv3tHzfr/EWif958V9duR2kGe0s62Yh2pz4ylaoYqjnpJg8CY5TvwYHBypfAn3YTAnWr0GGPDl5/E/duvmfOjQ3XsA6a+oYFSpcXOOn+SRJet5GdH812GR/1XS76+DopOBgE+Gj+mTR9WpwUJCcnJyNwrh7eL5VfL29C+nrdf4KD3+a7D/ela9QWQW8Y3YVih4zhwQFmkiX6XY4U3T+xiknpvr3Tx4/1sQxQ5UuXToNGz1RNjYx04p/Hf9TV/+5rCY/Gvfj27dsoCbN26pFG9MPZEguMe3wq5ebyHY4bvjgePkQvUD89u3bmjJ1hsldn+/du6eRw4eoYKHC6vNp/7dLTBIx99hPkg7/eFBhYWGqUfPVFmclNXPXJ5mzZFHmLFnkmjuPcrvlVed2LXT2zCkVLFREfx0/qt9++UlbN31tCP/ixQs1+qiWen86UO/XNt1eJQVLanNOnvhTV/+5pF8+riYppk/fqVV9fdK8rZqncJ9eMn+5sUTmGhNHy5Ili7JkyaLcuXMrj5ub2rVrpzNnzqhQoZTdaS+yHTYxHjb5/5p4Oxxiory8Tl3rGHWd5XbLZ3jP1jatcuTMpTtv8TDT12VJeRIt8N5djRkxUAULFVHPvik/bxLNXO3wiePHdPPGDbVo2tDo/WlTJqhwkaKaOn226QOTSPkK78Tpr0aWibj1X8ir9Ffj5F1IrHrY0dFRz56F6+HDh0a7ugYHBRnqmRMnjurqlcv65KMDRudp16KhmrZoo5ZtOhjei4iI0Hff7la1GrVSZJc1S7p2/jp+VOfOnFKzhsYLsQb37653q7+vfgNHvPK5XpUllROnqLzKE6s+zZLFQZkyZ9GdqPl7cygXZw7W0F8LijsHG6h8ieZRGhNlJOb3i5Mn/tStG9fVvpnxLsazpoxRwSLFNWHavCRJT1KwpPFwtGtXr2jcqEGqVbe+mrZImd9xEpJQfy04KEhOjonMTZsIn+jcdKFC6tK5s7755hs1b95cklS9enVVr15dQUFBsre3l5WVlbZs2aKcUQ8PT06WVJ+YUsC7kL5e5xdvzihHzsi8yefuEbmL9ppVSb5IPLFxjUOifZH48yQvH9cEyyNqXOMY9b6bW17D57a2aZUzZy7duRPTT234SRM1aNRYgYH3lDFjJt2+dVOrfZenSLmJZrhuTIxbnOLshhzN0dEhXvjg4GDDdZY5c2alSZNGbm7G8/RueXLr5KlT8c536PBPCgsL0/s1U/Z38rgsqY61lDlHS+qvRbOUsY4pyfkbaWy5cuVSlsyZdf36DYtaJJ4lc6aodjjE6P3E6hMnh/j1SVBwiNHu4gW8PLV03iw9fPRIz549k0OWLOo1aLi8veLPJR04/IvCwp6qdo334n1mDuaem7aU+5LKVais/Cbq1+CgQEObKUXdW/GSfn3cNjrERN5kyJBRGTJklItrbhXwLqz2zT/Srz8dUtVq7ydVkt6aJdavkvT9t7uVMVNmlauQ/A+Oi8tS8yRaAe9Cev78uW7fuinX3KY3PEouyTHO+fvkSQUHB6t9u5gxXOx5ad9Vq5I4FUnDUsuJOa+daOZuc2LzLlhQknTj+n8pvkicMhKfpeZJNHPUr5aaJ5ZQlwAAkFpZmzsCABDt+++/119//aXGjRsbdry+ceOG4fNjx4690nkOHz6sDh06qFGjRipWrJhy5sypK1euGIVJmzatnj9/nuh5ChUqpMOHD8c7d+HChRM4IvmZinfp0qV18+ZN2djYyMvLy+iVNWvCi1ju3buns2fPavTo0apZs6YKFSoUb3Ik+qmpieWVp6en0qZNa5RX4eHhOnLkyFvllZ2dnTJnzmz0epOnmaZLn0E5XXIbXrnd3OXg6KyTx/4whHn8+JEunD2lAgVN755uY2srdy9vnTz+u+G9Fy9e6OTxPxI8RpL+uXRekuQQa8AsRS6Qd3LOprR2djp84Fs5Z8shd0/TC56Sm62trby8CujE8aOG9168eKHjx47Ku6Dp/7+CBQvr+LGjRu8dO/qnChZ825txIxShiAQfCJGcEiwnsf7PHz9+pIvnTin/y8rJiZiy9eLFC/19/Hfl9448JluOXHJ0yqob/101OvbG9avKmj2nJCksLFSS4j0d38ra2ujBGcktMk/yGF6uUXny9xvkyd8njK+d2HkS2/5vA1SmfFVlzpLwj73Rop++/8wM5cXW1lb5vbx07Phxw3svXrzQsWPHVChqgjeuQgULxmvHjh49aghfs0YNLVywQAvmzze8nJ2d1bhxY02eNEmS1KNHD6PPJ0yYIEkaMXy42se6kT4lpUuf3uS189cx43Jy4Wzi5cTDq4D+Om587Zw8/ofyFyxi8hhJuhJVx0b/YDpw5GTNmOer6fNWavq8lered5gkafz0BarzYfLv5hpXZP2aX8eOHzO8F11OEqovCxYspOPxysnL69cXL8xTdyLp2dqkUaHcOfTruZh24sWLCP16/qqK5331G+JeREQo/Fn8/tuWX0+qcO4c8nbNniTxTSq0OfGlS59euVxyG1653fLJwdHJRB/2tLwTqCttE6hf/zr+hwpEHdOwaWvN8vHVzHkrDC9J6tClr3r1T/qb/9+Era2tPE30V08k0l/1LlhYJ479afTesaN/GMLnyJlLjo5OOnE8Jszjx4907uxpeRd6u/HepUsXlTFjphR5unPccpInqpzETdf5s6cSzKvI/PU2yq/I/P3D6JjHjx9p/JjBsrG10YixU+KNzYaOmqDZPssMr56fDpEkTZ7ho7ofNUzCVL+a6Hb4eJx2+Hii7XBhHYszzonbDkcvEL9+/T9NnjJNmTNnjneeu3fvasSwwfLKn1/9BwwyPATP3Cxh7Pft3j0qX6GSsmRxeKPj35Yl1SfRu6lF9+Gmz/bRF/O/NLxatumgdOnS64v5X6pipSpvluBXZEltzuCRkzRr3krD5z37DpUkTZg+X3XN0KeXLKvcWApzjYlNiXstpaTIa8fV8Mrjls/k/+v5l1w7nl4F4rXDfx37M8FjTPHMX0C2tra6/m/MOOLZs2e6ffuWsmfP8QapezOWlCdS5K56o4cPkKdXAfXpP8ysbbK52uEmTVvIZ8ESzZu/2PCSpM5de6jfgMFvkJLX86plIrH6L6Yejttf/dOQd575C8jGxsao3Pz371XduXNb3oUiy82wUeP0+fylhlfvTyMX0kyZOVcffGT8QMaTfx3Xjev/6f3axg82SS6WdO106d5Xc3yWGV5jxkfubDd4+Fi1btflDVOYOEsqJwULF416/5ohzIMH9/XgfoiypWB9GldC/bXYfa/oMpLQb1aG/tqxOP21WGWkYZPWmj1/pWb5LDe8JKl91z7q3X94Mqbw9VnSeFiSrv5zWWNHDFD1mnXUun3yXCuvw9bWVl758xvNNRvmphN4sE7BQoVM9tcSCh/7vKb6Yo6OjkqXLp0OHjggW1tblSpV6rXT8bosqT4x5fKlCy+dM4qISJ65/ui+yPF46Tqqgon0RU7E64v8YQgfPa45Hqt/Ezd/vfLnl62trf79919DmGfPnunW7ZvKlt14jtrKykrOzlllZ2engwd+UNZs2eThafpBZcnBMM45FneccyLBcU7hggV19PgJo/f+PBozLrK1tZV3/vz699//jML8e/26cmSPP0e/Z++3qlihvByyZHnb5LwVS6pjLWXO0ZL6a5JljXVMiZk3OGZ479XmDY4bvfdnrHkDU+7cvav7Dx7IKYEFX+Zia2urAl4e+vPEX4b3Xrx4oT+P/6XC3t4mjylcsID+PP6X0Xu/HzuuIgXj30eUMUMGOWTJon+v39C5C5f0ToVy8cLs/vY7vVO+rNnrk2iWMDcdw5z3JZmuX/96g7okbr/+xLE/DfOwppkv3YmxtPpViuyPff/tHlWvUdvkw6GSmyXmSWyXL12QtbW1srzCb+xJLTnGOTVq1tSChQs1f8ECwyt6XnrS5MnJlZS3ZonlxNzXTjRLanMuXbwoSUYPAkkplJH4LDFPYjNH/WqJeWLucgIAQGpH6wnALMLCwnTz5k09f/5ct27d0p49ezR16lR99NFHateundKkSaOKFStq2rRpcnd31+3btzV69OhXOnf+/Pm1efNm1a9fX1ZWVhozZky83arz5cungwcPqkWLFrKzszO5mHrIkCFq1qyZSpUqpffff18BAQHavHmz9u3blyR58Cby5cuny5cv69ixY8qdO7cyZcqk999/X5UqVVLDhg01Y8YMFShQQNevX9fOnTvVqFEjlS1b1uS5HB0d5ezsrC+//FK5cuXS1atXNXy48U0e2bNnV7p06bRnzx7lzp1b9vb2yhLnR4QMGTKoZ8+eGjJkiJycnOTm5qYZM2bo8ePH6tw55Xd4ehkrKyt90KCZtny1Sjldcyt7Dhd97b9Ujk5ZVbZSVUO4iSM/VblK76pu/SaSpA8bNteizyfLI39BeRUorF3bvlZYaKjeez9yR4WbN/7V4f3fqlS5SsqYKYuuXrmg1UvnqVDRksoba/fcgE1rVKJMRVlZWem3nw5o20Z/9R82UdZp0qRsRsTSsFFjfT5nhrzyF1CBAt7atm2LQsNC9X6tOpKkObOmy9k5q9p3jPz//LhBI40YNkhbNm9Q2XIVdOjAfl04f059+vY3nPPBg/u6c/u2AgPvSZL+i/rx39HRSY5OTrp544YOHdyvUqXLKHMWB927e0cbN6yXXdq0KluufMpmgAlWVlb64ONm2vrVKuV0yaPsOVy0wf/LyHJS8V1DuEmj+qpcpfdU56PoctJCiz6fJA+vyHKye9tXUeXkI8N5P/qktTauXaa87l7K615AB7/fpev//qMBwyMnl/N7F1WGDJm06PNJ+qRlR6VNa6fvv9mu27euq1S5d1I+M6JYWVmp7sfNteUrX+V0yaNsOXJpg/9SOcTJk8mj+qhspfdU56OmkqR6DVtq8ecT5eFVUJ4Fimj3tvUKjZUn0W5ev6Yzfx/T0M/i72B09PefFBIcKM/8hWRvn17/Xr2ktSvnq0Ch4sqWI+V2EYitUaNGmj1njvLnzy/vAgW0dds2hYWFqVatyF0RZ82aJWdnZ3XsGPkE+wYNGmjosGHatHmzypcrpwMHDuj8+fP6tG9fSTI8DCO2NGnSyNHRUblz55YUWSfHli5dOkmRT0nPlshDQVKSlZWV6jVoqi1frVIu1zzKniOXvvJfJkcnZ5UzqmP7RdWxjSVFXjsLP58sz/wF5VmgUFQd+0TVDHXsf1F1bMWoOvZivDo2Zy5Xo7g8uB8sSXLNk1cZMmZKgdTH16jRJ5ozZ5by589vVL/WqhW5G9PsWTPl7OysDh07SZI+btBQw4cN0ebNm1SuXHkdPLBfF86fV9++/SRJoaGh+mr9OlWoWFFOjk4KuX9fO3cE6N69u6pSNSZ/b9++rQcPHujOnTt68eKFLkb98ODi4mIoN6lRmgzplcEr5mmp6d1zK3OJgnoaGKLQazcSOTJ1aVutjMas3aMieXKqaN6c8j/wp548DVfDCpE3+Y5as1vZs2RUv48i/8+X7/tVhfPkUB5nBz19/lyHTl3Wzt9Pa1RT491mHoaGae/xsxoUtTOnJaPNic/KykofNmimTYY+rOn6dfzIfipf6V19EFW/ftSwuRZ8PkWe+QvKq0Ah7dy2QWGhT1T9/cjFDo6OzoadJ2PLmi27cuSMeZr1jev/KjT0iYKDAvX0aZguRz2oI3eefCmys16DRk00d850eeUvoPwFCipg2yaj/urns6bJ2Tmr2nWMvBG7foNPNGrYAG3d/LXKlquoQwd+0MXz59S770BJkflZv+En+nr9GuVyya0cOXJqrd9KOTlnNVqMeef2raj69Laev3ihSxcvSJJyubgqXbp0+u3XnxQcFCTvgoWVNm1aHTv6hzZ+tVYNGzdN9jwxxcrKSh81aKKN6/0i05Uzl9b5LZeTU1aVj5Wuz0YOVIVKVVSvfuSCy/qNmspnzlR55fdW/gKFFLBto8JCQ1WjVuTOxY8fP9L40YP1NCxM/QeP0uPHj/T48SNJUuYsDkqTJo2Jdjhyl5TcedzM1g5HjnNmRrXDBbVt22ajcjN71oyodjh6nNNQw4cN1ubNG2O1w+fUJ6odfvbsmaZOmaiLF85r7LiJevH8hYICI3dDypgpk2xtbSMXiA8frOzZc6hT5266HxKzW0xCu+umJHOM/aJdv/6f/j75lz4bb96basxRn5w9c1oXzp9VocJFlTFjJt28cV1r/FYqZy4XFYy6cT5PrF3VJOnC+bOytrZS3nzuKZU1BuZscxKuS8zXp5cstx0yJ3OMic+cOaNz58+rSOHCypgxo27cuCE/Pz/lypXrpYuXUkJ0O7xhvZ9yubgqR85cWuu3Qk5OWVUh1v/r2JEDVbFSVdWr30iS9HGjppo3Z5o88xdQ/gKFtGPbRoWGhqpmrbqGY4ICAxUcFKgbNyIXl/xz5ZLSpUuvrNmzK1OmzEqfPoPq1PtY69f4Kmu27MqWPYe2bvpKkvROlWoplwlxmDNP7t29ozEjBihbthzq0LmHRbTJ5miHo19xZcuWXTlzpvz4JrL+a6wN6/3l4uKq7DlyGeq/2GVizIhBqvhOFX0YVSYaNGqquXOmRfVXY+rh6DKRIUNGvV/7A61culCZMmVSuvQZtHTxPHkXKmy4+TNXnDbmfqw2JvYusJK075tdKuBdyCztsGTeayfuQujo9iZnTldlzZotuZMuybzlxDV3HpWvWFnLl8xXr74DlS59Bvn5LpVr7jwqVjxmgeu1q1cUHv5MDx/c15MnTwxttIen6R11kiOPPmzQVJvWr1Yul9zKnjOX1vstl6OTs9HYb9zI/qpQqaqhv1a/UTPNnzNVnvm9jftrtaL6a07OJm9czpYtR/w5giex5gguRs0RuKXMHIEp5hwP/3Plkj4bOVClSpdT/YZNFRRVJ1unSWO2B2RJkf21ObNnR46Jvb21bevWl/bXhg0dqs2bNqlc+fKG/lrfTz+VFDk3vX79elWsUEGOTk66f/++dgQE6N69e6oaa246YPt2FSpcWPb29jp69KhWLF+uDh07xqtrU4I565Pffv1JIUFBKmCYM/o9as6omeF7dwVsVdbs2ZU7aoewv0+e0NZNX+ujjxslS340aNRYX8yZIa/83ipQwFvbo+ZJotP1+axpcnLOqvaxxjUjhw3Uls0bVK5cBR088IMunD+n3n0HGPL346hxjYuLq3LkyKk1fr5ycnZWxUqRu32lT59BdevV1zr/VcqWLZuyZc+hLRu/liRVqRKzu+3mjV+pdJlysra21k+Hf9SmDes1dPgYpUnh388bN2qgmXO+UP78XipYoIA2b9uu0NBQ1akVOdc+Y/bncnZ2UucOkQ9ubvhxfQ0ePlIbN29R+XLltP/gQZ27cEH9+vY2nLNJ40aaMn2mihUtohLFi+n3P/7UL7/+plnTphh993/Xr+uvk39r0rixKZfgV8ScY3yMdV7uk0aNNCvWvMGWbdsUGhaq2lHt0MxZs+Xs7KxOHTtIkho2+FhDhg03zBvsP3BQ589fUL+oeYMnT57If+1aValcWY6Ojrpx44aWr1ghl1y5VKZMGXMlM0FNG9bXtM/ny9vLUwULeGnTtp0KDQ1T3ferS5KmzpmnrM7O6tq+tSTpk4/racCIz/T1lu2qWLaMvj/0o85duKRBfXoYzrn/x5/kkCWzsmfLpstX/tH8pStVuUI5lStd0ui7/7t+Qyf+Pq2pn41MsfS+Cu5Lii+yLmmqjYZ+fU6t81thol8/QOUrVY1VvzaTz5yp8sxfUPkLFNSObRsVFvrEUL/evHFdPx36XiVKlTOke8uGNUqb1k5lylU0nNeS+/XmqF+j/XX8T926dUPv1/kwhVKdOHPmyZnTf+v82dMqWryk0qVLr7Nn/taKpQv1bvX3lTGTue7BSdpxzqvMS0ux7sG5fdsi78Hh2jFmjjbnxo3rOvDD9ypbrrwyZc6sK5cvadmXi1WkaDG5u3ukbAaYQBmJj/o1PsoJAACpH4vEAZjFnj17lCtXLtnY2MjR0VElSpTQvHnz1L59e8N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xQ3Tsj181ZNRklY91P2y0B/dDNLhvRwXeuyPf9btS9P61uMxRToICA7Vi+Zc6duxPPXn8RK65c6tZ81aqXKVqsqXzdf2vl5OUHhPHFh7+VIMH9NXlSxf1hc9io/Lz5x9HtNZ/la5d/Sfyt52ixdSpaw/lyJEzaTPgFdAOA/+/WFlbmTsKAFIYO4kDSDF58uTR+vXr9eTJE8N7oaGhWrt2rdzc3N7q3OHh4W8bvbe2Y8cOVaxYUWFhYVqzZo1Onz4tf39/ZcmSRWPGjEnW73769Gmynt/Svvdtbd+0RrsDNqpL78GaPPtL2dun05SxA/X0aViCx/x08DutXjZfjVt21LS5y5XX3UtTxg5USHBQvLC7tn0tKX7H+sql85o2bohKlKmg6XNXqv+w8fr918Na67s4XtiUtnXjOu0K2KzuvQdp6pzFsre318QxgxPNk8MHv5fv0gVq1qq9Zs5bqrzunpo4ZrBRnnh4FVDvAcM1d/FqjZk4SxEREZo4ZrCeP38uSbKysla5ipU1fOwU+Sz1V58BI3Ti2B9aMt/0Ar+UcuDAAX25dKlat2olHx8fuXt4aPSYMQoODjYZ/tSpU5o2fbrq1K6t+T4+qlSpkiZOnKgrV67EC3v4p5905uxZkz/8jxs3Ts+fP9e0qVPlM2+ePNzd9dm4cQoMDEziFL6ZgE3++mbHBnXqNVQTZy2XvX06TRvbP9Fy8vOhffJfNk+ftOysyV/4ys09v6aNHaCQ4Mg0OWfNroWrdxi9mrTqIvt06VWyTCXDeXZuXaev/Rbr48ZtNWPBGo2cOE/FS1dM9jS/zJaN67QzYJN69B6oaXMWyc4+nSaOGZJonvx48HutXLpQzVp10Kx5S5XP3VMTxgxRcNS1E3jvroIC76l95576YuFK9R0wXEf/+E0L5s4web4Fc2con7t5bhLZvHG9dm7fop59+mvm5/Nlb2+vcWOGJ9o+HDrwg1YsXazmrdppjs9iuXt4atyYYYb0S9LyLxfqyG+/aOiIzzR5+ucKDLyrqZPGGT63trJWhYrvaNTYiVq0dJX6DRyq48f+1CKfLwxh7O3t9WH9hpoy4wvNX7JSzVq01prVK/XN7pS78erAgQNa+uWXatW6tXx8fOTh7q4xo0cnWpdMnzZNtevUkc/8+YnWJT8dPqyzZ86YrEuePXumKlWrqt6HHyZxipLenqNnNGvrAXWvU0nrB7WVt0s29VyySfcePDYZPkt6e3WpVUGr+7fUxiHt1aB8UX22fo8On7liCPPd+B5Gr/Et6sjKSnq/eP4USlXKSZMhve6fOKuTn443d1SS3P9ym/Mq9WRsp0/9rVnTJ+n92h/oc58lqlCpsqZOHKt/rlw2hHmV+rpY8ZIaOmKMFn65SsNGjdONm9c1fUpM2bJJk0bVa9TW+EkztPDLVercrZf2frNT6/x9ky0vEnPowH4tW7pELVu10Rc+i+Tu4aGxY0Ykmk8zp09R7dp1NddnkSpWqqzJE8cZ5VNoaKgKFymq9h27vPT7t23dLCsLnEtPzrFOzTr1tcRvm+HVulOveOeqXutDVapaI8nT9SYOHjigpUuXqlWrNprnM1/uHh4aM2ZUou3wjOnTVLt2Hc3zWaBKlSpp0sQJRu2wq2tu9ejZSwsWLtbMmbOUI3sOjRk9UiEhMed89uyZqlSpqnr1LK8dPhjrupnrszDquhmZ6HUzY/oU1apdV/N8FqlipXc0eeI4XYm6bsLCwnTxwnm1aNlac30WauToz/Tfv9c0cfxYwzn+vXZNES8i1LtvPy1ctFRdu/XQ7l07tHrVyhRJ88vsP/ijlixboTYtW2jR3DnycM+nEWPHKyiBcvL36TOaMmO26tZ6X4vmzVHlihU0bvI0Xb7yjyHMV34rjV6D+vWVlZWVqlauZHSu9q1bGoVrUN9yykxyjHMkKSwsVKVKl1fjZvEXE0mRY6HxowYpl4urps9ZpDETZujq1Svy+XxakqfxdZmzft2xZb3Wr/5SDZq01qyFfho96QuVKF1B5kR9YtqWjeu1M2CzuvceoOlzFsrO3l4TxgxNdIwcee0sUvNW7TV73pdR187QONdOWKLXjiT9fPiA5s6eqhq1PtCc+cs0dZaP3q1WM8HwKWH/wUNasnS52rRqoYXzPpeHez6NHPNZwnXsqdOaMmOW6taupUXzvtA7lSpo3KQpRnXs9Rs3NGDo/7F312FRZX0cwL8MICWtdDdYCFhrN3Z35xrYHdjdip1YawfG2mvs6hpr4BqYu2uLwgAqIci8fwwMDDMgKMwdXr+f55nnkTv33rnneM/vnnPuOfeOhb29LRbMmYk1K5ahU/t20C6S8aCAe/cjMH7SFPiXLYu5dq5DAAEAAElEQVSQxQsRsmQhmjVpDA2RetwSPbRvO44f3oveA0dhxsJ10NHVxeyvxpPT2Lo+BK079MTspRvh6OyG2UriSa36TbF66yHZp2PPgXLfHz2wE7u2rEXT1p0xf+VWTJixFKX9lD+YThUKot/E1tYW/QcMwMpVqzB/wQJYWFpi4oQJiE3bZ1RUFMaPGwcba2ssXrIE06dPx3/PnmHRQmH7o9Pldx1WGl8fo0OHjlgWshwTJgbjxYsXmDZ1imwfUVFRmDB+HGxsbLBo8RJMmz4Dz/77D4sXqUeeKCNUXV8oQvQTvHz+DKmpEgwYNAwhqzagZ98BOP7rYWzbvEHh96bNmo/QbXtkH1c31T80W4g+gsTEBEyaMBYaGsDM2fMxb8ESpKSkYPrUYKSmphZIOvOiIK7DO7dulvuMGDpY2tb56SfZOikpKahapTIaN2xQ0En8JkLW11JSkvFTleoIbKh8sn1B+/38WWxYtxrtO3bB4pDVcHJxweTgsV+JJTNRt14gloSsRoVKlTFr+uQssWQXjhw6gP5BQzB/8XLo6OpicqZY4uVdApu37Zb71KvfAJZWVnBzl588mpKSggVzZ8KnRKmCy4RcEKKtk9nGDethZqZ430doQt0Pffr4IYxNTDF05AQsWRmK1u06Y9vmdfj18P4CT3N2zl74A6vXb0KXDu2weulCuDg7YeykaTn2Jc2ctwiBdWtj9bKFqFyxAiZn6UtatX4Trt24ibEjhmLjqhC0bNYEIavX4dKVqwCAqKhoREVH4+ee3bF+xRKMHjoI167fwMKlK1SR5K8Sol6frnOXLti2fbvs07SpMDE2KyHvX9QPbIgt23bJPj169cnXtH0r3tOROrB3J44c2o9+QcMwb/EK6OrqYmrwmJzrIufPYuO6VWjfsSsWhayBk4srpmZpD2xcuwLXrv6JUeMmYcbcJRBHR2HOjMmy7/95+gTTJ42Dn395LA5Zi5FjJ+HalUvYsmmtwu+lpKRg4dwZglyThThPihUrLldmtmzbhY6du0JPTw/+AcL1maQTquxE3L+HycHj4Ovnj4VLQrBo6XI0atIMIoEnGjG+Zi9s3y84dngf+g4cidkL10BHVw8zJo34ytjPM9i8fjnadOiOuUvXw9HZDTMnjVA6HvZo2G5oKBkPm9mqZXPg6CT8Q46EOk8WLZyLly9fIHjSNCxfuRY//VQF8+bMwJMnj/M9jd/qRz5PhGgTZxa6YZ3Stt6bN68xc9oklC5TFkuWr8HUGXMQFxcnN05SVXgdJiIiKvzUY0QEEf0Q/Pz8YG9vj/37M27Y7N+/Hw4ODihbtqxs2fHjx1GlShWYmJjA3NwcjRs3xpMnT2Tf//vvv9DQ0MCuXbtQvXp16OrqYvv27Qq/9+7dOwQEBKBFixZISkpCUlISBg8eDAsLC+jq6qJKlSq4du0aACA1NRV2dnZYtWqV3D5u3rwJkUiE//77T2H/mcXHx6NHjx5o2LAhDh06hDp16sDZ2RkVKlTAggULsGbNGrn1r1+/joCAAOjr6+Onn37CgwcPZN91794dzTO9WRgAhg4diho1asj+rlGjBoKCgjB06FAUK1YM9evXx7lz56ChoYEzZ85ku++cTJkyBb6+vlizZg3s7e2hr6+Ptm3bIjY2VuHYZs6cCRsbG9mTf//++2/UqlULenp6MDc3R9++ffHx40eF35g6dSqKFy8OIyMj9OvXT5BJ5hKJBL+G7UHLdl1RrmJVODq7YeDwiRBHR+Han79nu93RgztRu34T1KzbCHYOzug9cBSK6Oji7Cn5yYb/Pn2EIwd2ov/QcQr7+PP33+Dg7IrWHXrAysYOPqXKonOP/jhxdD8S4pVPhlMFiUSCI2F70LpdF5SvVAVOzq4YNGI8xNFRuPrnH9lud/jAbtQJbIxadRvC3sEJPweNgI6uLs6c/FW2Tr0GTVGiZBlYWFrDxc0DHbr2xvt3kXgX+QYAUNTQEIGNmsPN3QsWFlYo7euPwEbNcP/u7ex+ViUOHDiABoGBqFevHhwdHDAoKAg6Ojo4efKk0vXDwsIQ4O+P1q1bw8HBAV27doWrqysOH5Z/ou779++xatUqjB41SuFpvLGxsXj56hXatmkDZ2dn2NraokePHkhKSvpqDFIFiUSC44d2oXnb7gioWA0Ozm7oP2wSYqLf46/LF7Ld7teDO1CzflPUqNMYdg7O6DVgNHR0dHA+reyINDVhYmou97l2+TwqVqkF3bQ3xX38GIc9W9eg//BJqFyjPiyt7eDg7Ab/CsI+aVNadvbKlZ3BI8YhOvr9V8rOHtQNbITadRuklZ3h0NHVxW9pZcfRyQWjJ0xDuQo/wcraFqXK+KFT197468qf+PIlRW5fx4+G4dOnj2jWsl2BplUZiUSCwwf3o037zqhQqTKcnF0xdMQYREe9x+Uc0h92YC/qBTZEnXqBcHBwQv+godDR0cHpk8cBAJ8+fcTpk8fQs08/lPYtCzd3DwweNhoR9+/iQcQ9ANLY0aBRU7h7eMLC0hJlfP3QoFFT3L37t+x3XFzdUa1GLTg4OsHS0go1atVFWf8A3Lvzt9LjKggHDhxAYIMGqFevHhwcHRE0aNBXY4l/QECuY8mo0aOVPtm7c5cuaNGiBZycnAoiWflq67nraFmpFJpXKAlXK3NMbFMXukW0cfCK8v+ncm72qF3aHS6W5rAvZoJO1f3gbl0cN5++lK1TzMhA7nPuzmOUc3OAXTETFaVKdd6duICHk5fgbdhpoQ8lX/3o15yvxcmsDofth59/ObRs3Q72Do7o1LUHXFzdcfTwQQC5j9fNWrSGp5cPLCwt4e1TAq3adMDDiPtISZFee6ysbVCnXiCcXVxhYWmJChV/QvUatXHvruriamYHD+xD/cAGafnkiAFBQ6Cjo4NTJ08oXf9Q2IG0fGoLewdHdO7aHa6ubjhyOOOtRLVq10WHjl3gW9Yvx99++uQxDu7fiyFDlb8JSSgF3dYpoqMrV3709eXfUtPj56Go37gVLK1sCiR9eXXgwH4EBgaibr16cHBwRFDQIOjq6OBktufIQfj7B6BV6zZwcHBAl67d0s6RQ7J1atSsibJl/WBtbQ1HRyf06dsX8fHx+OefjBudnTt3QYsWLeGohtfh9HJTt159ODg4YuBXy81B+PuXQ6vWbWHv4IAusnIjzRMDAwPMmDUXVatVh52dPby8vNFvQBAeP34ke4uPf0A5DB0+En5+AbCytkaFipXQomVrXLqUfX1RlfYdDEOD+vUQWLc2HB3sMWRgf+jo6ODEqTNK1z9w6DDK+fuhbasWcLS3R/cuneDm6oKwIxntYDNTU7nPn1euoEypkrC2kn/au76+ntx6erq6BZrW3Cqodg4ANGneBi3bdoJHNm+W/Ovqn9DU0kKf/kNha+cAdw8v9AsajssXL+D1qxf5ntbcEjK+fvwYh13b1mHg8ImoUqMerKxt4ejshoAKVQosvbnBeKIovey0adcFFdLKzpC0snMlh7JzKEvZ6ZdWds6cPCZbp0nz1mjVtmO2b2X98uULNqxZjm49f0Zgw6awtbWHvYMTKletme/pzIt9B8LQILAe6tetA0cHBwwJGgAdXR2cOKm8/XJQFmNbwsHBHt27dIabqwsOHTkqW2fTlm0oH+CPPj17wM3VFTbW1qhUsQJMTUxk66xetx7NmzZG+7at4eToAHs7O1SvWgVF1OCN8xKJBMfCdqNFu24IkMWTYIij3+OvHOPJLtSq3wQ15OKJDs5liSc6OjpfiSdrMWB4cFo8sUuLJ8L1rxVEv0nNmjVRtmzZtPqaI/r26SNXX7t65Qq0tLQwYOBA2NnZwcPTE0FBQbh48SJevXqlknTnJL/rsAYGBpg5azaqVqsmi6/9BwyQi69Xr0rzpP+AgbCzs4eHhyeCggbh4sU/1CJPlBGqri8UIfoJ/ALKY8jw0SjrFwAraxtUqPgTmrdsiz+VXHcNDY1gamYm+2hpaRVYXmRHiD6Ce/fuIjLyLYYOHwUnZ2c4OTtj2IjRePzoIW6H3yqIZOZJQVyHzcxM5T6XLl9BmdKlYG2d0dbp2rkjWrVoBmdHp4JOYp4JWV8DgA6de6BpizZwdHTJ13TlVtiBfZliiSMG5DGWdO7aAy6ubjiaVk4kEgkOHdyPtu07oWKlynB2dsGwEWMQHRWFy39eBABoa2vLxQdDIyNcufwnatcJhEaWmXrbtmyCnZ2D4G8JE6Ktk+6va1dx8+Z19Ordt8DTmRdC3g+tXa8hev08CCVK+cLK2gbVa9VDrToNcPlS9nXngrbv4CE0rF9X1pc0dGA/6Ojo4Hg2fUn7Dx1BOf+yaJfWl9SjS0eFvqR79yNQr1ZN+JYuCStLCzQOrAdXZydEPHwEAHB2csSU8WNQqUI52Fhbo2yZ0ujZtRMuX70mezi/kISo16fT19ODmZmZ7KOrJv1rQt6/0NHRkYu9WfvxhcJ7Oun18H1om6kePmTEWERH5VwXCTuwB/UCG6J2PWk87R80DDo6OrK6SMb4iv4o7esHN3cPDMoyvuKPC2fh5OyCdh27wtrGFiVLlUHXnn1x7EiYwni17Vs2wtbOHpWr1iiwvMiOEOeJpqamXJkxNTPD5UsXUaVqdejp6RVIOvNCqLKzfu0qNGnaAm3atoejoxPs7OxRtVp1aGsXyfc05gXjq3ISiQRHw3ajVaZ7GEHDJ3z1HsaRg7tk9zDsHZzRd+BIFNHRxW+njsqt98/TRzh8YBf6Dx2b7b5O/HoAnz5+RJOW7fMtXd9KqPMk4v49NG7SDB6eXrCytka7Dp1gYGCAx48e5nsav8WPfp4I0SZOdz2trdej988Kv/Pk8SOkpqaic9cesLa2gaubO1q0aoN/nj6RjdVRFV6HiYiICj9OEicilerZsyc2bcp4u8vGjRvRo0cPuXU+ffqE4cOH46+//sKZM2cgEonQokULhaeujx07FkOGDMH9+/dRv359ue+eP3+OqlWromTJkti7dy90dHQwevRo7Nu3D5s3b8aNGzfg5uaG+vXrIzo6GiKRCB06dMAvv/wit5/t27ejcuXKcHR0zDFdJ06cwPv37zF69Gil35tkGqQGABMmTMDChQvx119/QUtLCz179sxx/8ps3rwZRYoUwcWLF7F6dcabqL9n348fP8bu3btx+PBhHD9+HDdv3sSAAfJvLzpz5gwePHiAU6dO4ciRI/j06RPq168PU1NTXLt2DXv27MHp06cRFBSksN39+/dx7tw57NixA/v378fUqap/62Xk21eIEUehlG852TJ9g6Jw8/TBo4g7SrdJSU7G08cPUco3QLZMJBKhlG8AHkXclS1LSkzEsvlT0bP/cJiYKj71LTn5M4pk6SzV1tFB8ufPePo44nuT9s3evnmNGHE0Svv6y5YZGBSFu6c3HmRKX2bJycl48vih3DYikQilff3xMJttEhMTcPbUMVhYWsO8mIXSdaKj3uPKpd9RoqTvtyfoOyUnJ+PR48fw9c04BpFIBF9fX9yPUP7/dD8iAr6ZHnYBAP7+/nLrp6amYsGCBWjdqpXSmGJkZAQ7OzucOXMGiYmJ+PLlC349dgwmJiZwc3PLn8R9h/SyUzJL2XH1yLns/PP4AUqWydhGJBKhpG85PHqgfJunjyPw39NHqFG3iWzZnZtXIZFIEB31DiP7t0dQ96ZYOmcCot69zafUfZv0slNGoez4yG62ZSUtOw+Ulp3stgGAT/Efoa+vD03NjAF2z5/9i907NmPw8PEKg2lU4e2b1xCLo1HGN6MTz8CgKDw8vfHgfk7pfyi3jUgkQhlfP1n6nzx6hJSUFLl8tbN3QPHiFojIZr9RUe9x+dIfKFmqdLbH+/TJI0Tcv4sSOayTn5KTk/H40SOlsSTi/n2l20Tcv4+ymdYHpLEk8/rpsaRV69ZfrZ+ou+SUL7j/4i0qejjIlolEGqjo7oDb/73+6vYSiQRXHv6Hf99Fw9/VVuk6UR8+4fd7/6BFhZL5dtxU8H7ka05u4mRWDyLuoUxZf7llZf0DZOt/S7z+8CEO58+egZd3iWwHd79+9RI3rl9DiZJl8pTG/JCcnIzHSvLJN4d8ioi4p3Djqax/ACIilMfk7CQmJmLBvNnoN2AQTM3M8n7wBagg2zoA8Me5U+jdsRFGDOiCX0JXIykxsWASkg+k58gj+Ppm1NGl50jZbP/PIyLuK9Tp/fz9s10/OTkZx44dg4GBAZydhRngnRfflif3lORJzuUm/tMnaGhooGjR7AfHxH/6BMOihnlMQf5LTk7Gw8dP4OebUT8UiUTw8y2DexHKH7h3L+KB3PoAEOBXFvezWV8sjsGVa9fRoF4dhe927tmPlh26oN/gYdi974BaDOoFVNvOUbYfLS0tiDK97bdIEWk/yn2BHkoCCBtf/755DZJUad1kWL9O6N+tBRbPCcZ7AdvDjCfKZdS58t6/Vkah7Phlu40yTx4/RFTUe2iIRBg+qA96dm6FaZPGyL2tQdXS+9fKZmkTl/Utk23/2r2ICJT1la9bBvj5ydZPTU3F1Wt/wdbWBuOCJ6NNxy4YNGwkLv55Wba+OCYGEQ8ewsTYBENHjEbbTl0wYsw43Lmb+1hUkDLiSUZsSI8nD7/S1skcg9LjSdZt/jh3Cn06NsTIAZ2xI3SV0ngijnqH4f06YkC35lgiYDwpqH6TrL8hq6+5uMiWZb3W6OjoAADu3s19uSsIqqjDAtJ7cJnjq9LrryxPlJ+XQvrR6vrq0k8ASK+7RZVcd2dOC0bXDq0wduQQXLl8KU/pyw9C9RGkJCcDkE6CTVekiDY0NDRwT+CyUxDX4azEYjGuXvsLgfXq5ttxFzQh62tCSy8nvkpiSUQO5aRMlnLi519Otv63xJKrly/hw4c41KknP7Yj/NZNXPzjPPoNHPRN6csvQrZ1xGIxQpYtwYgRY2R1E3Uh9P3QrOI/fURRQ2HagRl9SRnxUtqXVPorfUny8bWcny/uRWRMFvLx9sKlq9fw/n0UJBIJbt3+Gy9evUJAWd9sj+XTp/i0vFJ8mLQqCVWvT7dnzx60a9sWQQMHYu/evWrRvybk/QsAOHf2N3Rs3woD+/fB5k0bkKgG/fi8pyOVfu3MOjYrN+MrssbTMpni6ZNHD5GSkiK3Tvr4igf378r2o11EfryaThEdfP78GY8fZ8Sj27du4NIf5/HzwCHfn+A8ErrspHv86CGePn2CuvUCv3kf+UWoPImJEePBgwgYm5hg1Igh6NKxDcaOHi54H4HQ54g6xtd0kW+l9bXMfY4GBkXh9pW2zlOlYz8D5MZ+JiUmYun8qejdfxhMlYyHBYDnz/7B3h2hCBo+ESINYaelCHmeeHn74PcL5/HhQxxSU1Nx4fxZfP6cjFKlVT+eQpkf+TwRsk0sFouxfNkiDMumrefq5g4NDRFOnzqBL1++4NOnjzh75hTK+Pqp9EGMQsfYdOp0HSYiIiqMVP8YZyL6oXXu3Bnjxo2TvRX34sWL2LlzJ86dOydbp1WrVnLbbNy4EcWLF8e9e/dQsmTGBJ+hQ4eiZcuWCr/x4MED1K1bFy1atMCSJUugoaGBT58+YdWqVQgNDUWDBg0AAOvWrcOpU6ewYcMGjBo1Cp06dcLChQvx7NkzODg4IDU1FTt37sTEiRO/mq5Hj6RP8PXy8spVPsycORPVq0ufgj127Fg0atQIiYmJeXqqrbu7O+bNmyf7+/Xr19+978TERGzZsgW2ttKJViEhIWjUqBEWLlwIq7Q3XhkYGGD9+vWyQbrr1q2TbWdgIL2RuXz5cjRp0gRz586FpaUlAOmg3o0bN0JfXx8lSpTAtGnTMGrUKEyfPl1u8FG69Le/Z/b5cxKKFPm+m6Ix4mgAgLGJqdxyYxNTxMREK90mLi4WqalfYGxilmUbM7x6kfGG583rl8HDuyTKVVT+9pUyfhXw66E9uHj+FCpVqYUYcTT27QhNO66ob03Sd0vPExPTrOkzlX2X1Ye0PDFRko8vnz+TW3b8yAFs3bQGiYkJsLFzwOSZC+UGzQDAorlTce3KRXxOSkJA+Z/Qf8io703WN4uLk3bUmZrKp83UxAQvnj9Xuo1YLJZ7Y1H6+mKxWPb3nj17INLURLNmzZTuQ0NDA7NmzcL0adPQslUraGhowMTEBNOnT4ehQDe6M4tNO0eVlYPYbM7fD3Ex0rKjcG7Jl53Mzp08DFt7J3h4Z0y8iHzzCqmSVITt3oyufYdBX78odm9bg1nBgzE3ZBu0BHoTlCyeZEmfiYkpxDmWnVSYmChuk7XspIuLjcGeHVtRNzBjEmNy8mcsmjcd3Xr2Q3ELS7x9o/q3+qSf3yZZyoo0/WJlm6TF01Sl26SXL7E4Glpa2ihatKj8OqaKMWnB3Bm4cvkSPicloVyFSggaovj0755d2iE2Vhqz2nfsinqBjfKW0G+UXSwxMTXF8xfK34IoFosV88bUVCGWaIpE2caSwkT8KQFfUiUwN5Sf9GFuqI9/IpWXIQD4kJCEulPWIDnlC0QiDYxvXRuVPJ2Urnvo6l3o6xZB7dLu+XnoVMB+5GtObuJkVjHiaIU6WeZrUV7i9eaNa3H0cBiSkhLh6eWNiVNmKvze6BGD8PTxIyQnJ6N+g0bo2KV7ntKYH9LzSSHG5phPYoWHd5nkUN/Nzvp1q+Hl7YOKlX7K03aqUJBtnco16qJYcSuYmRfDf/88wS+hq/Dq5TOMnDArn1ORP9KvwyamJnLLTUxM8DyHOr3iOWKiUE6uXrmCuXNnIykpCWZmZpgxcxaMjY3z8/ALREae5L7cSPMk6/om2Zabz58/Y9Om9ahWvUa2b1B49eolDh8OQ081eCtWbNwHaSxRaMsZ51Bfi1E4T0xNjBEdo7z+e/LMb9DX00OVnyrJLW/epDHcXV1gaGiIu/cjsHHzVkRHi9GvT94fIpjfVNXOUaZUmbIIXb8CB/ftRKOmrZCUmIitoWsBINvfVgUh4+vbtLrJwT1b0a3PEOgbGGDX1nWYGTwM80M2C9IeZjxRLqPsKOZLzv1rqQrnVl7Lzts30n7hXds3o0ef/rCwsELYgd0IHjcUK9ZuhaGhUV6Ski9kbWIl/WXPn79Uuo1YHKOwvomJCaLTrsUxMbFISEjArj370L1LZ/Tu3g3Xrt/AtJmzMX/2TJQuVRJv3rwBAGz9ZQf69uoBVxdnnDpzFmPGT8Talctha2uT72nNi4x4ohgbYmKUt3Xi0ts6SrZ5+SLjPKlcoy6KF7eCqXkxPPvnsSyejJgwG0BGW+fgni3o1meoLJ7MCh6KeSFbVB5PCqrfBACuXLmCuXPmyOprM2fOlNXXyvj6Yt26ddi7dy+aNWuGxMREbNq4EQAQHS3ctQYo2DpsOml83YjqmeJrmTJlsH7dWuzbuwdNmzVHYmIiQjdJ80QscJ4o86PV9YXuJ0j3+tVLHD18UO6NR3q6eujZux+8fEpCJNLApYu/Y/b0SRgXPA0VKqquzSxUH4Gnlzd0dXURunE9unTrCUCCzZs2IDU1FdEC1l2BgrkOZ3Uqm7aOOhOyvia0nGLJyxzLiWId/uuxxCTb9tupk8dR1i8AxYoVlzu2pYvnYfjIcYK/jVGoto5EIsGSRfPRoGEjuHt44O3bN/mQmvwj5P3QrCLu3cHF389iwpQ5eUlCvsnoS5KvH5iamOD5izzG10x9SUH9+mBxyEq0794bmpqaEGloYNigAShdsoTy44iNw7ade9AoUPgHdQhVrweAps2awc3NDYaGhrh37x42h4YiOjoaffsK208g5P2L6jVqwcLCAmZmxfDvv08RunE9Xr58jvETp+RpP/mN93SkMsZmKfYxfjWeKtnmRVo8FYvF2Y6vSC9XZf0DcCRsHy6cO4PKVWsgRhyNXb9skW4fLe2PiIuLxbLF8zBMoGuykOdJZidPHoe9vQO8fZTHYFUSKk/epPU17ti+BT179YWzqxt+O3MKE8eNxopVa2Fja5e3hOQTxtfspY87VayXmmV7D+NDtvcwTPEy0z2M0PUh8MxhPGxy8mcsnTcVXXoOQHELS0QKMH4tMyHPkzHjgjFvzgx0bNcKmpqa0NHRwfjgybCxUf7SC1X7kc8TodrEEokESxfNQ2DDxnD38FTa1rOyssa0mXMwd/Z0rAxZjNTUVHh5+2DSVNWOw+B1mIiI6P8DJ4kTkUoVL14cjRo1QmhoKCQSCRo1aoRixYrJrfPo0SNMmjQJV65cwfv372VvEH/27JncJPGAgABklZCQgKpVq6Jjx45YsmSJbPmTJ0+QnJyMypUry5Zpa2ujfPnyuJ/2NFpfX194e3vjl19+wdixY3H+/HlERkaiTZs2X02XRCLJUz6ULp0xEcXa2hoAEBkZCQcHh+w2UeDv7690+ffs28HBQTZBHAAqVaqE1NRUPHjwQDZJvFSpUrIJ4gBw//59lClTRjZBHAAqV64s2y59kniZMmWgr68vt++PHz/i+fPnSt+EOnv2bIU3jf8cNBL9Bit/W3t2fj97EutWzJf9PXbyvBzW/nZ/XfkDd8NvYO6yjdmuU8avPDr3GIB1KxZg+cIZ0NbWRsv23RBxNxwaKnw63oWzp7Bm+ULZ3+ML+CZq1Zp1UbpsOYjFUTi0bycWzp6CmQuWy03479EnCG07dsfrly+wbfNahK5bgb4DhxfocanSo0ePEHboEEKWLcv2jc8SiQQrV66EsYkJ5s+bBx0dHRw/cQJTpkzBsqVLYabipxr/ce4ENqyYK/t79KQFBf6bn5MScenCSbRo10NueaokFV9SUtCt73CU9qsAABg0ahr6d22Mu39fRxm/igV+bABwPkvZUcUAhPj4T5g5ZRzsHRzRrlN32fJtoetgZ++A6rXqFfgxpDt39jRWhSyW/R2s4s5IZXr1GYD2Hbvi5csX2Bq6HhvXrUK/LE+1nj1/CRISEvDwwX1s2bQO1ja2qFajlkBH/H0ePXqEQ2FhWBYSIsjb49WFgU4R7B7ZBfGfk3Hl4TMsPHgeduYmKOdmr7Duwat30NDPCzrabPqqM15z1EeLVu1Qp14DvIt8i52/bMWShXMRPGWmXMwZNTYYCQnx+PfpU4RuWIODVrvRsk17AY9ada5cvoTb4TexNGS10IcCQHVtHQCoE5jxcBIHJ1eYmplj+oQhePP6Jays1ePGtqqULlMGIctXIi4uFsePH8Oc2bOwaPFShRugP5qUlBTMmT0DkAADgwYrXef9+/eYHDwBVapUQ2BgQxUfoTBOnD6DWjWqyfWjAEDrFhllysXZCdpaWliyYhV6du+CIiqepCdEOyc7Do7OGDR8HELXrcC20LUQiTTRqGlLmJiYqrT+q07xVSKR4EtKCrr3HYoyfuUBAENGT0HfLs1w5/YN+PpXKLBjE0phiSfnz57C6uWLZH9PmDJbkOMAAIlE2n/eul0nVKosfXjooGFj0LtrW1z64xzqN2gq2LHlp/R0/lSxAlqlxVFXVxfcux+BI78eQ+lSJZGaKu2nb9SgPurXrQMAcHN1xa3wcBw/dQq9undT6TH/cfaEXDwZM3l+Dmt/n6zxxMSsGGZMGIw3r1/AytouU1tnKMqktXUGj56Cn7s0xd3bN1Dm/yielClTBstXrEBcbCyOHz+O2bNnY/GSJTAxMYGjoyOGjxiB9evWIXTTJojSHsRnamoK0f95X0tKSgpmz54JSCQYGBQkW+7o6IThw0di3fq1CA3dBJFIE02bNYWJqSk0lDzg9/8Z6/rKRb1/hynBY/FTlWpyD+A0MjZGs5YZ91DdPbwQHRWFg/t2qXSSuFCMjU0wZnwwVi1fhsOHDkJDQwPVqteEq5v7/308AYDjp06jVo3qCm0ddaJO9TUC3r9/h5s3/sLosfIP6F++bDGq16iFkqVKZ7Pl/4/s2jqHDx1EQkIC2rRVjz5Wdbofmtl//z7FnOkT0LZjN/j6lSvwY1Klg4eP4v6Dh5gePB6WFsVx+849hKxeC3NzM/hneQv5p/h4TJg6A44OdujaUT3OmYKSU70egNxLRZydnaGtpYWQkBD06N5d4Y3JP4rABhl1NSdnZ5iammHi+NF4/foVrK2FfWiaEIS+p3P+7GmsCsmoi0ycKlxdpKxfOXTr+TNWL1+CJQtmQ1u7CNp26Ix7d/+Wvc115bKFqFajFkqUUo833gohKSkJF879hnYdOgl9KIKSpPWvBTZohDppb3J1dXXD7Vs3cerkCXTr0UvIwxOEusXX38+exJoVGWMqxk2em8Pa3+7alT9wJ/wG5i3bkO0620PXwNbeEdVq1i+QYyhMtm8NxaePnzBj1lwYGRnj8p+XMG/2DMyZtxhOzs4qPx6eJ8I7cuggEhLi0bpth2zXEUdHY/nSRahVux6q1aiJhPgE/LItFHNnTcW0mfN+qPGBvA4TERF9P46UJyKV69mzJ4LSBqCsWLFC4fsmTZrA0dER69atg42NDVJTU1GyZEl8/vxZbr3Mk5LT6ejooE6dOjhy5AhGjRolN+E5Nzp16iSbJP7LL78gMDAQ5ubmX93Ow8MDABAREYFKlb7+xPTMb1FOb8SlT4YXiUQKk86Tk5MV9qEs/V/bd37I7nfz27hx4zB8uPwk4YjncXneT0CFKnD39JH9nZwsPY9iY8QwNct4QEFsjBhOzm5K92FkZAyRSBOxWZ6YFxsTDRNT6flxJ/w63r55iR7tGsits3D2RHj7lMbkOcsBAI1btEej5u0gjo5C0aKGiIx8jR2b18DCSnUdhuUqVIa7p7fs7/TzK0YcDVOzjPM9NkYMJxfleWKYlicxWd6WFhsjVngjuYFBURgYFIWNrR08PH3QrV1jXLn0O6rWqCNbx9TMHKZm5rCzd0RRQ0NMHD0IbTp0kzseVTEyMoJIJFJ4UrU4Jgam2UzUNjU1hTgmRnH9tCfr3bl7FzExMejaLWMgampqKtavX4+DBw9ic2goboWH4+rVq9i9ezcM0h6oEOTmhps3b+L06dNo27ZtPqby6/zLV4GbR0bZSUk7T2JjorOUnWg4ungo3YehkYm07IizLzuZXbl4FklJiahaS74cmaT9nq1DRoepkbEpDI2MEfXubR5T9u3KV6gMDyVlJ1YcDbNM52pMjBjOOZYdkcITOGOUlJ2E+HhMDx4NPT09jJk4HVpaGVX3v8Nv4Nl//6D1H/KTnbt1aIbW7bqgfWf5SY/5oXyFn+CpNHaIlaTfVek+jNLTn6V8xcSIZeXL1NQMKSnJ+Pjxo9zTrmPEinlkamYGUzMz2Nk7wNDQEONGDUXbDp3ljsfSSvrAFCdnF8SIxdixfbNKJolnF0tixGKYZXnqZjpTU1PFvBGLZbHk7p07iImJQbeuXWXfZ44loZs353MqCpapgR40RRqI+vBJbnnUh3gUM8q+viESacChuDRPvGwt8M/bKGw4fUVhkviNJy/wb6QY87o2zv+Dp3zFa06G3MTJrExMzRTqZDExYpiapsdVaXnJTbw2MjaGkbExbO3sYefgiF5d2+NBxD14eWc8pbd4cQsAgIODE1JTv2BFyGI0a9kGmpqa35jqvEvPJ4UYGyOGqZnyGGtiaoqYLPU1ZdffnNwOv4U3r1+jfZvmcsvnzJoGnxIlMXvuQuUbFhBVtXWUcUv73TevXqjlJPH063CMOEZueUxMTLbniKnScyRG4WnZurq6sLGxgY2NDby8vNGnd0+cPHEcbdup96DMjDzJfXyR5knW9WMUyk36IOfIyEjMmj1P6VtGoqKiMH7sKHh5+yBo8NDvS0w+MTYylMYShbZcrML/ezpTUxOF80QcEwszE8X1/75zF89fvMSE0SO/eixenh748uUL3r6NhL2dasuUqts5X1OtRh1Uq1EHMeJo6OjqQkNDA4cP7oGVCvtN1Cm+pq9r5+CUsW9jUxipuD2cGeOJlLTsKDlPlNa5ci47sUrqcnkpO6ZKzhNt7SKwtLLGu8jIXO8nP8naxEr6y8yyvP03nampicL6MTExsja0kZERNDU14eAg3/ZzsLfDnXv3AABmadd5B/us69gj8t37b0zNt/OvUAVunhl16Yx4oqSt4+yudB9G6W0dpfEk+/MkPZ68ffUSVtZ2MDWV/p5dlraOkZEx3gsQTwqi3ySdXH3N2xu9e/XCiRMn0K5dOwBAzZo1UbNmTYjFYuimXWsOHDgAq7SH7gqlIOuw0vg6C+8iIzFr9lyF+FqjZk3UyJInBw8ckD08WJ38aHV9ofsJoqLeY+LYEfDyLoGBg7/+YF8PTy+E37z+9YTlI6H6CADAzy8A6zZuQWxsLDQ1NVG0aFF06dQWVlY18rSf/FYQ1+HM/r5zFy9evMSEMXl7sLeqqVN9TWg5xRKTHMuJYh3+67EkBi5K7hGdPnkChoZGKJ/lIRJ/h9/E1cuXcGDfHtmy1NRUNG9cDwMHD0Pdeg2y7qrACNXWuR1+CxER99GiWSO5bYYOGYgaNWth+AjVljV1uh+a7vmzfzFlwgjUDWyCNu27KnyvKhl9SbFyy6XjAkyUbpNtfE3rS0pKSsLGLdsxZcIYVCwnfVGGi7MTnvzzD/bsD5ObJB4fn4Bxk6ZBT08PUyeMVZpXqiZkvT4rTy8vaf9aZCTs7IR5yy0gbN0kK08vLwDA61cvBZ0k/qPe0ylf4acs8VRaF8l67YzNTTwVK47NyhhfYZrt+IrM5apZyzZo2qI1xNFRMChqiMi3b7A1dD0s09rCt9OuyQf37ZZtk5qaipaN62DA4BGoU8DXZHUoOxf/uICkpCTUql33m7bPb0LlSfq5Ze8g/9IfO3sHvHsnTF8joB7nSDqh42tAhSqyvj8gY3xFTJZ7GDEx0XDKps/RMNt7GOJM42Fv4O2bl+jeTv5BrQtmB8PbpzSmzgnBnds38Oy/p7jctAYAQALpuOeeHZugZbsuaNdJtQ8VEOo8ef36FY4cDsPyVevg6OgEAHB2ccXdu3/j6JEwDBw0NC/JyBc8TzII1Sa+HX4TDyLuo1Uz+Wvo8CEDUL1mbQwbMQZHj4RB38AAPXr1zfh+1Dj07NoBDx7ch5eXD1RBHWKsul2HiYiICqMf6/HfRKQWAgMD8fnzZyQnJ6N+ffkng0VFReHBgweYOHEiateuDW9vb4VGR05EIhG2bt0Kf39/1KxZE69evQIAuLq6okiRIrh48aJs3eTkZFy7dg0+PhmNqI4dO+LOnTu4fv069u7di06dcvdEqnr16qFYsWKYN0/5m4WyNoRyUrx4cbx+/Vpu2a1bt3K9/fd49uyZLM8A4PLlyxCJRPD09Mx2G29vb4SHh+PTp4wJXhcvXlTYLjw8HAkJCXL7Llq0KOztFd/6CUgn/BsZGcl9Mr95Orf09PVhZWMn+9g5OMPE1Bx/3/pLtk58/Cc8fnAP7l4lle5DS1sbLm4e+Ds8Y2BLamoq7oRfh7uXdJBf8zadMS9kM+Yu2yT7AEC33oPQf+h4uf1paGjAzLwYiujo4NL50zAvbgEXV+UTngqCnr4+rG3sZB97ByeYmJrh7/AbsnXi4z/h0YP78PQqoXQf2tracHXzwN+35PPk9q0b8MhmGykJJJAoffCBbD9pD0lIv0Giatra2nB3c8Ot8PCMY0pNxa1bt+Cd1smblbeXl0I5vXnzpmz92rVqYeWKFVixfLnsY25ujlatWmHmjBkApDeAASi8YUJDQ0OWJ6qkp28AKxt72cc2rezcDZcvO08e5lx2nN08cfd2xjapqam4G/4X3D0Vtzl36jD8y1eFkbF8x5Knt/TtAa9f/idb9vFDLD7ExaJYcdUNVMyu7NxWKDv34JlNB5207Hji9q2MbaRl57rcNvHxnzA1eCS0tLUwbtIshfg3esI0LAxZL/v0HzwKADBzXggCGzfPx1Rn0NfXh7WNrexj7+AIUyXpf/jgPjy9c0q/B26H35Qtk6b/piz9ru7u0NLSksujFy+e4927SHhls18g42nGOceXVFmnd0HT1taGm7s7wjPFhvRY4uXtrXQbL29vpbEkff1atWtjxcqVWL5iheyTHktmzJxZUEkpMNpamvC2s8SVh89ky1JTJbjy6BlKO+Z+YHaqRILklC8Kyw9cuQMfO0t42lrky/FSweE1J0Nu4mRWnl4+cjETAG7dzLiuWFpZ5zleA4Ak7UFTX6u3fUlJUXjIVUHT1taGm5J8Cs8hn7y8fBB+66bcsls3b8DLS3lMVqZ1m/YIWbEGy5avln0AoFeffhgy7OuTQPObqto6yvz79BEACPJQp9yQniPuuBV+S7ZMdh3O5v/cy8tb7roNADdzcY6kpubcvlEX6XkSniVPwnPMEx/cylJusuZJ+iDnV69eYuasOTAyMlLYz/v37zFuzEi4ubtj6LAREKnJGym1tbXh4eaKm+G3ZctSU1NxM/w2fLyU94P4eHni5q3bcstu3LwFbyXrHzt1Gu5urnB1+frbAZ48/QcikQgmJsZ5TMX3U2U7Jy9MTM2gp6ePixfOQlu7CMqU9f+m/XwLdYqvnj6lAACvXmTUmT9+iENcXCyKWQgzcY/xREpPoY3spLTOlZv+taxl5+9bN7LdRhlXdw9oa2vLnScpKSmIjHwLCwvLb0jd95P1r93K2r92O9v+NR8vL7mYDKTHWC/ZPj3d3fHixUu5dV68egVLC2m7z8rSEubmZnjxMss6L1/C0qL4d6crr6RtHcV4cidTn2p6PPH4SlvnTrh8W+dO+PVstwGA/9LiiUlaPPHIMZ6o/jwpiH6T7KSmpiqtr5mamkJPTw8Xzp+HtrY2ypYtm+d05KeCqsOmTxCXxtfZSuNrOlmeXEjPE7/vSlNB+NHq+kL2E0S9f4eJY4bD1d0Dg4eNytV195+nT7KdSFlQhOojyMzY2BhFixZF+K2biI2JQfmKX3+geEEqiOtwZsdPnoK7m1uu2jpCUqf6mtDSy0l4eNY2281sB5x7efngtkI5uS5bPz2WhGcqe9n1OUokEpw5fRw1a9dVmNQ6b+EyLF2+Rvbp2Lkb9PT0sXT5GlSqVOW70p1XQrV1+vYbiGXLV8k+U6ZJ7x2PGTsBXbvl/0Ohv0ad7ocCwLP//sGkccNQs3Z9dOrWOx9TmnfpfUk3FPqS/s5TX9L1m+Hw8ZKOD0n58gUpKSkKYwSkL5fIeBnEp/h4jAmeAi0tLUwPHo8iavKmbHWo16d7+uQJRCIRjI1V37+WmTrUTdI9ffIEgPD9+D/qPZ3c1kVyN74iazy9kWl8hYfC+IqXL57h3btIeHrL11fSx6vp6Ojg9/O/oVhxC7i4SicGzl24HIuXr5N9OnTuDj09fSxevg4VVXBNVoeyc+rkcZSvUAnGxibftH1+EypPLC2tYGZujpcvXsgtf/XyBSwshBt7oQ7nSDqh42vW+ppdWn1Nsc8x57aOsnsYf4dfl439bN6mExaEhGL+so2yDwB07z0IA4aOAwCMHD8DC5Ztkn3ff5D0AUfT5i5HYKOWBZL+nAh1niQlKh/3qeyFYarC80Q+HUK0ifv2GyjX3p08bRYAYPTYiejSrScA6ZhhkYZ8n1t6H1z6WEhVUIcYq27XYSIiosJI+EdKEtEPR1NTE/fv35f9OzNTU1OYm5tj7dq1sLa2xrNnzzB27Ng873/79u3o0KEDatWqhXPnzsHKygr9+/fHqFGjYGZmBgcHB8ybNw/x8fHo1SvjKWROTk746aef0KtXL3z58gVNmzbN1W8aGBhg/fr1aNOmDZo2bYrBgwfDzc0N79+/x+7du/Hs2TPs3LkzV/uqVasW5s+fjy1btqBSpUrYtm0b7ty5o5IBSrq6uujWrRsWLFiAuLg4DB48GG3bts3xbRGdOnXC5MmT0a1bN0yZMgXv3r3DoEGD0KVLF1haZgwu+/z5M3r16oWJEyfi33//xeTJkxEUFKTywZwaGhpo2KwNDuzaDGtbe1hYWmPXtvUwNTNHuUpVZetNHz8E5SpVQ2CTVgCARs3bY+XimXB194Krhzd+DduNpMQE1KgjfaK3iam50jdBFStuKfeW8EP7foGvfwVoaGjg6qULOLh3G4aNmQaRCt+8mJWGhgYaN2uDvTu3wNrGDhZWVtixdSNMzcxRPlNH/5Txw1C+UlU0bCLtmGnSoi1CFs2Gq7sX3D28cCRsL5ISE1CrrvTJd29ev8Kl339DmbLlYGRsgqj373Bgz3YUKaID/3IVAQDXr11GbEw03Ny9oKunh+f//YstG1fBy6cULCyFe3NLixYtsHDRIri7u8PTwwMHw8KQlJSEunWlT6lbsGABzM3N0aOH9MZ8s2bNMHrMGOzbvx/ly5XD+fPn8ejRIwweNAgAZA86yExTUxOmpqayp1h7e3mhaNGiWLhwITp27IgiRYrg+IkTePv2LcqXK6fC1CunoaGBwKbtcGBXKKxs7FHc0hp7tq2DiVkxBFSsJltv5oQgBFSqjvqN2wAAGjbvgNWLp8PFzQuuHiVwLGwnEhMTUb2O/Jt937x6joi7tzB6suLTmq1tHeBfoRq2rF2C3kFjoKdvgJ2bV8HG1hE+pVU3USAradlpjb07t8Laxg6WVtbYsXUDzMyKyZWdyeOHo0KlKpnKThuELJoNN3dPuHt443DYXiQlJsrKTnz8J0ydOBKfk5IwdOQExMd/Qny89EEcRsYm0NTUVHhj54c46RPr7ewdYFDUUBXJh4aGBpo0b4ndO7dL029phV+2boKZeTG5m4TB40ai4k9V0KhJcwBAsxatsXTRXLi5e8DdwwuHw/YhMSkRdepKHxxjYFAUdeo1wMZ1q1DU0BD6+gZYuzoEnt4+sk7Hv65dQYxYDHcPT1ns2LRhDbx9SsLSUnrNOnr4IIpbWMDOzgEAcPfObRzctweNm7ZQSf4A0liyaOFCuLu7w8PTE2EHD341lowZPRr79+1DufLlZbFk0ODBAHIXSwAgMjISHz58wLvISKSmpuJJ2g0qGxsb6OnpqSLpudalhj+CfzmOEvZWKOlohW3nbyDhczKaV5AOdJ+w/RgsjItiSGPpNXrD6SvwsbeEvbkJPn/5gt/v/YOjf93HhDa15fb7MTEJJ8MfYETaU2j/X2ka6MPAzUH2t76zHYzKeOFzdCwSn7/OYUv19qNfc74WJxcvmANz82Lo2kM6IK5Js5aYMGYYDu7fjYByFfH7+bN48ughBg6SvuErN/H6QcR9PH70AN4+JVG0qCHevH6F7Vs3wcraRvaAjnNnT0NLUwuOTs7Q1tbG40cPsTV0PapUqyHIG0uat2iFxYvmwc3dAx4enggLOyCXT4sWzIW5eTF06yFt7zVt1gLjxozAgf17EFCuAn4/fw6PHz1EUKandn/4EId3kZGIjo4CANngB1NTM5iaZXyyKl7cAlZWwr51ECi4ts6b1y9x8dwplC1XEUUNjfHs3yfYsm4ZvEv6wjHTG3TfvHqBxMQExIij8flzkmyio529E7S0tVWYE1ItWrTEokULpNfhTOdI3br1AAALF8yHubk5uveQ3oBt2qw5xo4Zhf3796FcufK4cP4cHj96hEGDhgAAEhMTsWvnDlSoWBFmpmaIjYvD0SOHERX1HlWqZuSv7Dr87p3aXYel5WZ+Wp54ISxsv1y5WbhgXlqepJeb5hg7ZiT279+bKU8eIigtT1JSUjB71nQ8efwIk6ZMR+qXVIijpU+SL2poCG1tbemEzrEjYWFhiZ69+iIuNuNNS6qePKJMq+bNMG/xUni4u8HTwx0Hwg4jMTER9etI6xZzFy5BMXNz9OreBQDQomkTjBg7AXv2H0SFcgE4d+F3PHz8BEODBsjt91N8PH7/4xL69lIczH3vfgQiHj5EmVKloK+vh3v3H2D1+o2oXaM6DDO96UUoBdXOAQBxdBRixNF4/Vo6efO/f/+Bnp4eillYwtBQWs/99fB+eHqXhJ6eHsJv/oXNG1ejS/e+KmvnKCNkfLWxdUBAxaoIXbsUfQeNhp6eAXZsXg1bOweUKC3cxD3GE0XpZWfPzq2wtrGFpZU1ftm6EWZmxVAhU9mZNH44KlaqioZNpG3Tpi3aYNmiOXB194C7hzeOhO1FYmIiatcNlG0jjo7OUnaeQk9PH8UsLGBoaAR9fQPUb9gUO7eHolhxCxS3sMTBfbsAAD9VqaG6TMiiVYtmmL9oCdzd3eDl4YH9YYekMbauNMbOW7gY5uZm6NW9GwCgedMmGDl2PPbuP4Dy5crh3IULePj4MYYMGijbZ+tWLTBr7nyUKlkCZUqXwl/Xb+DylatYMEc6uEpDQwNtWrbAlu074OLsDFcXZ5w68xuev3iJ4PF5u89QEDQ0NNCgWVsc2LUZVrZ2sLC0we5t62BqVgwBcvFkcFo8aQ0AaNS8HVYtngkXdy+4efikxZNEVJfFkxdp8aRSWjx5nG082bx2CfoMGgN9uXgiTP9afvebJCYmYufOnahYoQJMzcwQFxeHI4cPIyoqClUz1dcOHzoEbx8f6Orq4ubNm9i4YQO69+gh98Y1oeR3HTYlJQWzZs3Ak8ePMXnKNHz5korotPhqmBZfAeDw4UPw9vaGnq4ebt68gY0bN6B7d/XIE2WEqusLRYh+gqj37zBh7AgUt7BEj14/K73u/nb6BLS0tOHiKo0zf176HWdOHcfAwSNUljfphOgjAIDTJ4/DzsEBxsYmiLh/D+vWrESz5i1hZ6f8AdmqVBDXYUDa1rnwx0X83Lun0t+NjHyHDx8+IFLWJn4KALCxsRa8TSxkfQ0A3kW+xccPH/Du3VukpqbinyePAQBWNrYqyZtmLVphyaJ5cHP3hIeHJw6l1eHT07F4wRyYmRdDt0yxZPyY4Tiwfw/KlauAC+fP4vGjhxg4aBgAaX42TYslNja2sLS0wvatoTAzN0fFSpXlfvt2+E28ffMG9eorvoE06xsqHz96CJFIA45OwjyEQIi2TtbJVunng7W1DYoVU/2DjrIS8n7of/8+xeTxw1HWrxyaNG8DcVpMFmlqCjZxoFXzppi3eBk83V3h6eGO/WFHkJiYiMC0vqQ5C5eimLkZeqf1JbVs2hjDx07Env1hqFDOH2cv/IGHj59gWFB/AICBvj5KlyyBtRs3o0gRHVhaFMftO3dx6rdz6NdbWg+WThCfiqSkJIwbORTxCfGIT4gHABgbGSmMu1I1Ier19+/fx4OICJQuUwZ6enqIuH8fa9euRc2aNWFoKFwfUjoh6iavX7/C+bO/IaBceRgaGeHff55i/drVKFGyFJydXVSbAUrwnk56PbwV9uzcBhsbW1hYWsvq4RXkxleMSBtfIa2LNGvRBksXzUmLpxntgfRrePr4ik3rVsLQ0BB6+gZYt3qZ3PgKADiwdyfK+peHSKSBPy/+gf17dmDk2EmyGKJ4TX4ADRVfk4Wq1wPAq1cvcffO35g8Vb0ezi9EnmhoaKBlq7b4ZdtmOLu4wNnFFb+dPoUXL55j7IRJqs2ALBhfldPQ0ECjZm2xT9bnqPwextTxQ1C+UjU0SLuH0bh5O6xYPAuu7l5w8/DG0bA9SEpMQM060jdCm5qaw1TpeFgLWKaNh81+/JqjYPd1hDhP7OztYW1jgxUhS9Gzd18YGhnh8p8XcevmDUyaMl21GZCNH/08EaJNXDzLw1l109p6VpnaegHlKuDQwX3Y+ctWVKteEwkJCdiyeQMsLCxlfW6qwuswERFR4cdJ4kQkiOzeVCASibBz504MHjwYJUuWhKenJ5YtW4YaNWrkaf9aWlrYsWMH2rVrJ5soPmfOHKSmpqJLly748OEDAgICcOLECZiayr89sFOnThgwYAC6du2apxuyzZo1w6VLlzB79mx07NgRcXFxsLe3R61atTAj7U3BuVG/fn0EBwdj9OjRSExMRM+ePdG1a1f8/fffud7Ht3Jzc0PLli3RsGFDREdHo3Hjxli5cmWO2+jr6+PEiRMYMmQIypUrB319fbRq1QqLFi2SW6927dpwd3dHtWrVkJSUhA4dOmDKlCkFmJrsNW3VCUmJiVgbMg/xnz7C06cUxk1bKPdk6rdvXuJDXIzs75+q1UZcbAx2b1uPGHE0nFzcMG7aQpiY5m0Q6q3rl3Fg9xYkJ3+Go7MbRk2cjbIBwr5RAACat+6AxMQErA5ZgE+fPsLLpxSCp8+Xy5M3r1/JOmgAoHK1WoiNjcHObRsRI46Gs4sbJk6bL8uTIkWK4N7d2zgSthefPn6AsYkpfEqWwawFK2BsYipb5/TxI9i0bgVSkj/DvJgFKvxUDS3bdFRtBmRRvXp1xMbFYdvWrYgWi+Hq4oLp06bJ4kXku3fQyPSAAx8fH4wZPRqbt2xBaGgobG1tERwcDCcnp1z/prGxMaZPm4bNW7Zg7LhxSElJgaOjIyYFB8PFRT06lZu06oykxASsXz4H8Z8+wsOnNMZOXayk7GScJ5Wq1kFcrBh7t69HjDgKji7uGDt1MYyzlJ1zp4/AzNwCpcpWUPrb/YdPwrb1SzBv6kiIRBrwLlkWY6cuFmRSWmYtWndAUmKirOx4+5RC8PR5WcrOS8RlypMq1WohLjYGO7ZtkpWd4GnzZGXn6eOHePRA+jCVAb07yf3e6o07BH2AQlYtW7dHYmIiVoYswqePH+FdohQmT5st9/T6N69fyQ0irFq9JuLiYvHL1lCIxWI4u7hi8rQ5cvG0V98B0NDQwNyZU5GcnIyy/gHoN2CI7PsiRYrg5Imj2LhuJZKTk1GsWHFUrFwVrdp0kK0jkUiwNXQD3r55kzax3hrdevZB/Qbyk0ULUvXq1REXG4ut27ZBHB0NF1dXTJs+XRZL3kVGyj1F1sfHB6PHjMGWzZu/OZYAwLatW3H69GnZ34OCggAAc+bORenSpb8/YfkosKwXxB8TsPL4RbyPi4enbXGs/LkVzA0NAABvxHFyeZTwORmz9p7B29iP0NHWgrOFKWZ2boDAsvJvtDl+4wEgARr4KX8zzv8LY/+SqHRmq+xvnwXjAQDPt+zH7V7jhDqsfPEjX3O+Fiffv4uESJRRLrx9SmDE6AnYtmUjtoZuhI2tLcYFT5MbtPG1eK2jo4M/L/6OHdtCkZiYCFMzc/j5l0Pb9p2grS1dR1Okif17d+LlyxeARILiFpZo1Lg5mrZorZJ8yapq9RqIjYvB9q2bIRaL4eLiiqnTZmXE2HeR0MiSTyNHj8O2LaHYEroJNra2mBA8RS6frlz+E0sXL5D9PW+u9AZUh45d0LFzVxWl7PsURFtHS0sLf4f/hV8PSScjmRezQPmfaqBl+25yv71m2Rzcu3NL9veYwdJBfyEb9ghSf6lWvTpi42KxbevWtHPEBdOmzcj2HPHx8cGo0WOwdctmbA4Nha2tDSYGT5Jdh0UiEZ6/eI4zM08jNjYORkaGcPfwwLz5C+Do6CTbz7ZtW3Am03V4cNqA+tlz5qJ06TIFn/AcVKteIy1PtmTKk5lyeZI1vowaPQ5bZeXGBhOCp8AprdxERb3Hlct/AgAGpw1sTTdrznyULl0Gt27ewOtXr/D61St07yrfzjvy68mCTG6u1KhWBTGxsdi8bQfEYjFcXZwxa9pkmJqaAEhv+2XkSQlvL4wbNRyhW7dj05ZtsLWxwZQJY+HsJD+A7tyF3yGBBLWqK04q0tbWxtkLf2DLLzuRnJwCK0sLtGzWBK1aNCvQtOZFQbRzAODEsUPY/ctm2d8Tx0gH/wYNHSMbJP7oYQR2bg9FYkICbO0d0C9oBGrUqlfQSf4qIePrwOETsWXdMsydMgoaIhG8S/pi3NSFgraHGU+Ua9G6PRITE7AqZGGmsjNXsY2sUHZisXNbKMTiaDi7uGLStLkKZWdXprIzYYy0fTxo6BjUShvA1K1nP2iKNLFk4Wx8TkqCh6c3ps1aiKICDo6vUa0qYmNjsWXbL7LzZOa0KfL9a5naeyV8vDFu1AhpjN28FTa2NpgycbxcjK3yUyUMHtgfO/fsxco162Bna4tJ48eiZImMQc8tmzfD58/JWL1uAz58+ABXZ2fMmTENNtbq0Z8ijScJWCeLJ6UxVmk8yThPfqpWB3GxMdiTFk8cXdwxVi6eaONO+F84limeVPipBlq07y732wOGB2PLumWYN2UUNEQa8C7pi7FTFwkWT/K730QkEuHF8+eYefo0YmNjYWRkBA8PD8yfPx+Ojhnn0YOHD7Ft2zYkJCTA3t4eQYMGoXZt+YfPCSW/67DS+HoZADAoy0NtMtdPHz54gO3btiIhIRH29nYIChqEWrXrqCDF30aour5QhOgnuHXzOl6/eonXr16iZ9f2cscT9usZ2b937diKd5GR0NTUhK2dPUaOnYjKVaoXZHYoJVQfwYuXL7B580Z8/PABFhaWaNuuI5q1aKWKJH9VQVyHAeDc+QsAJKhZvRqU2bxtO06d+U32d//BQwEA82fPRJnSpfI1jd9CyPrajm2bcPbMCdk6wwf3AQBMn70YJUv7Fkh6M6tavSZiM8USFxdXTJk2O0s5ybj3KY0l47F9yyZZLBkfPDVLLGmHxMRErAhZjE8fP8KnRElMmTZH4Q3Hp04cg5d3CdjZO0DdCdHWKQyEuh/658XziIuNwfmzp3D+7CnZ98UtLLFm066CTHK2alargtjYOIRu2ynrS5o9bZJcX5IoS1/S+FHDsGnrL9i4ZRtsbawxNUtf0sQxI7Bh8zbMXrAYHz5+hKVFcfTs0hFNGkgnYzx6/BQRDx4CALr2ka/TbduwBlaWwr3VFRCmXq+trY3z589j+/btSE5OhqWlJZq3aIGWLVT3sPCcCFE30dLSwq1bN6QTnhITUax4cfxUuSradRB27E063tORaqGkHj4py7Uz6/iKKtVrIjYuBju2bsrUHpCvi/TsOxAaGiLMnTlFNr7i5wFD5X77xl9XsWfXdqQkJ8PJ2RXjgqfDv5zye6VCEfI8OX3yOMyLFUNZP+FeVKGMUHnSrHlLfP78GevXrsaHDx/g7OKCaTPnwto640U5QmB8zV6zVh2RmJiANSHzEZ829nPCtAVZ+hyzjv2U3sPYtW2D7B7GhGkL8jweVt0IdZ5MmToToZs2YPrUYCQkJMLaxgZDh49CgBrF2h/5PBGyTZyTMr5lMWL0eOzfuwv79+6Cjo4uPL29MWX6bOjo6Hx9B/mI12EiIqLCT0MikUiEPggiIhLelClTcPDgQdy6dUvoQ8nWrUfvhD4EtaOl8UXoQ1A7+hqfhD4EtSP+Yvr1lX4wuqIkoQ9B7WgynijQ1vgs9CGoFduI019f6Qdzppnim6h/dFZ3/xT6ENSOgWa80IegdkRIFfoQ1E58qrBv01JHRUUfhT4EtSOB6Osr/WB0UhljM/ugYSL0IaidZAmfk5uVgYjlJqtkibbQh6B2DPBB6ENQO9ESxbeh/OiMNOOEPgS1I5FofH0l+qGlgNecrNhHoEhHkiD0IaidTxD+rbDqhvd0FDGeKPosyf3khB+FkUQs9CGonc+aukIfglr5wr4kyoUv0BT6ENSOJlg3IfoWiam8DmelK0oU+hDUDs8TeToc96lAA5wOlpWHq/o/qI6ooEVN6S30IRAJxnzKeqEPQRAcWUhERERERERERERERERERERERERERERERERERERERFSIcJI4EVEubN++HUWLFlX6KVGihNCHlyslSpTINg3bt28X+vCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgol7SEPgAiosKgadOmqFChgtLvtLW1VXw03+bXX39FcnKy0u8sLS1haGiIKVOmqPagiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIKM84SZyIKBcMDQ1haGgo9GF8F0dHR6EPgYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPIBJ4kTERERERERERERERERERERERERERERERERERERFWYikdBHQEQqxlJPRERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSGiJfQBEBEREREREREREREREREREREREREREREREREREdG30xBpCH0IRKRifJM4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIWIltAHQERERERERERERERERERERERERERERERERERERETfTkOD7xQm+tGw1BMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiGgJfQBERES5Zaj5QehDUDtJqbpCH4LaSYG20Iegdt6UqCT0Iagdl4jfhD4EtaOJL0IfgtpJTNUT+hDUyl231kIfgtqxuss8yYrXHEUeESeFPgS1k8pnFirQ1EgV+hDUTpKEbZ2sNDVYX8sqQVRU6ENQLxKhD0D9GIjihT4EtZPI+KqgiMZnoQ9B7SSB7eGstJEi9CGoHYlEQ+hDUDtfeOtdwReJptCHoFbYHqbc+KLBcpOVBhs7CpgnipIlvEeclYh9jgrEkmJCH4LaKSJhmzizFAnr9Fnpa3wS+hDUDs8TRSLev1CQCtbrs/osKSL0Iagd1tcoN/RFvBZn9lmiI/QhqJ0iGklCHwIRERGpAd6FJCIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkQ4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgQ4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiQoSTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiAoRThInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqRDhJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqBDhJHEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJChJPEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChFOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipEOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioEOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiokJES+gDICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqLvINIQ+giISMX4JnEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJChJPEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChFOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipEOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioEOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiokKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgKEU4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkQ4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgQ4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiQoSTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiAoRThInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqRDhJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqBDhJHEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJChJPEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChEtoQ+AiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiL6dhojvFCb60bDUExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMR/YBq1KiBoUOHCn0YRERERERERERERERERERERERERERERERERERE9A20hD4AIqIf1Zs3bzB79mwcPXoUL168gLGxMdzc3NC5c2d069YN+vr6Qh/id5kyZQqmTp2K+vXr4/jx43LfzZ8/H6NHj0b16tVx7tw5YQ4wk8OHD2Pf3r0Qi8VwdnFB//794enpme36v//+O7Zu2YK3b9/CxtYWPXv0QLny5ZWuGxISgmO//oq+ffuieYsWBZWE7yaRSLBj2yacPnEUnz59hJd3Sfw8cBhsbO1y3O7XIwdwcN8uxIij4eTsit79BsPD01v2/cljh3Hh/Bk8ffwICQnx2LbrMAyKFlW6r+Tkzxg9bAD+/ecJFi1bB2dXt3xNY14dPRyG/fv2QCyOhrOzK37uPxAenl7Zrv/H7+exbetmRL59AxsbW3Tv2RsB5SrIvr908Xcc+/UInjx+hA8fPmBpyCq4ZEmjODoaGzesxa1bN5AQnwBbOzu0bdcRlatULbB0FjSzKgFwGdELxn4loWtjgb9aDcDbQ2eEPqwCIy1LoTh1PK0s+ZREv4FDv16WDh/EgUxlqU//QXJl6cSxI7hwLlNZ2n0IRbMpS0I6cvhQpnLjgp/7D4RnjuXmArZtDZXG07RyU66cNJ6mpKRg65ZQ/HXtKt68eQ0DAwOU8fVD9x69YG5uLtvHrp2/4Nq1q/jn6RNoaWlh154DBZ7OvJJIJNi5bRNOnTiC+LQY23fg8K+eF8eOHMDBfTvTzgs39O43GO5p58WHD3HYuW0Twm/+hffv3sLI2ATlK1ZBhy49YWCQcW60bFRDYb/DRwejSvXa+ZrGvJBIJNi7fR3OnjyET58+wMO7NHoOGA1rG/sctzt5dC+O7N+OWHE0HJzd0O3n4XDzKAEAePf2NYb0bql0u8FjZqBildr4EBeLFQsn49m/T/AxLhZGJqbwr1AV7br2h76+Qb6nMy+EypN0508fxa9hO/Dm5XPo6RugQuWa6NF/VP4lUIX+n687qo6xb9++wc4d23E7/BbEYjHMzMxRs1ZttG3XAdra2ipJ89ccPRyGA/t2y+prffsHfbW+tn1rqKy+1q1nH4X62vFfj+DJ44f48OEDloSsVqivHT92BBfO/YYnjx8jISEev+w+qFbXZIlEgl3bNuL0icOI//QRnt6l0HfgcFjb5hxPjh3Zj0Np1xxHZ1f06jcE7p4+su/XhMzH7VvXIY5+D11dPXh4l0SXHv1ga+8oW+fxw/vYFroGTx8/hAYAN09vdOnRH04uwtbrhboOf4iLxeL5M/Dfv0/xIS4OxiYmKF+xMjp16yPodefo4YM4mFZunJxd0bf/oBzLzcXfz2P71k1p5cYOXbOUG4lEgl+2heLU8V9l9d/+A4fI5e/undvx17XL+OfpE2hraeGXPYcKNI15xViSO0LWadWREG0fdSPkNad1o2oK+x06erJK2zn5HTuk8XQzTqbFU2+fEgrxFACuXb2MXb9sw7//PoV2kSIoWbI0JkyaBgA4c+oEli6er/T3t/yyByYmpvmQ8rwRon8NACLu38PWzZvw4EEERCIRXFxcMXXGbOjo6BRIOvNCGk834nRaPE0vO7mJp2GyeJpedjL6jlaHLJArO57eJdG5x8+wy1R2Nqxeioh7d/Dsv39gZ++Ihcs3FFg6c+vI4UPYty+tb97ZBf36D/hK3/wFbNu6RRZPe/TsKYunALB921ZcuHAe7969g5a2Ntzc3NC1a3d4eWWcd1OnTsY/T58iJiYGRYsWha9vWfToKVzMVXU8+fv2LUwYO1LpvhcuWQ53Dy+8ffsGfXp0Vvh+3qJl8PLyUbJlwRLq/kXk2zfYvWML/r59EzHiaJiaFUP1mnXQul1nwdvFBRFLPnyIw65tGxXqZu279JLVzX47dQwrlsxRuu+N2w/CWIBrTTrmScHdn/j8+TM2rVuFPy6cRXLyZ/j6lUO/gUNgYmqmsK+4uFgMG9gHUVHvFe5j/Hr4IH49chCRb9+gWHELtGnfGTVr18u/DPgGP/o9HUCY+trykCUIv3kD0dFR0NXVg7ePD7r16A17e4cCS2de/OjXHXWOJffu/o0tG9fi5YvnSEpKRHELS9Rv0BhNW7TJ30zIBYlEgl3bN+DMicNp50kp9Bkw4qtt4uNH9uPQ/h2yNnHPn4fKtYkz73/WlFG4df0KRk2YifKVMtrBbRorjh0YOmoyKlev8/0JyyV17GP85+kT7NuzA/fu3sGHuFhYWFohsEFjNGneKv8zIBfY9lN0+PBh7N23D2KxGC7Ozrkam7Vl61a8ffsWtjY26NGzJ8qXK6d03ZCQEPx67Bj69u2LFs2bK3z/OTkZw4YNw9OnT7E8JASurq75lazvIuRYrVlTJ+Cffx4jNkaMokUNUdrXH1179IWZebECSWtuqbqf4O3bN9ix4xfcDg/PdD+0Ftq1ay94uy8d+9cUMcYqYp7IY7lRxPiqSKjr8J3btxA8bpjSfc9bvAruHtmfqwWN5wkREVHhxjeJExEJ4OnTpyhbtixOnjyJWbNm4ebNm/jzzz8xevRoHDlyBKdPnxb6EHP05csXpKamfnU9a2trnD17Fi9evJBbvnHjRjg4qMdN3vPnz2Pd2rXo2KkTQkJC4OLsjOCJExETE6N0/Xv37mHunDmoV78+QpYvR6VKlTB9+nT8+++/CuteungRDyIi1HpAb7oDe3fi6OH9+HngMMxdtBI6urqYFjwanz9/znabPy78hk3rVqFdx25YuGwtnJxdMS14NGJixLJ1kpKSUNavPFq17fTVY9i8cY3gNxvS/X7+HNavW4MOHTtjScgqOLu4YFLwOLm0ZXb/3l3MnzsL9eoFYmnIKlSsVBkzp0/Bf//+I1snMTERPiVKoluP3tn+7qKFc/Hy5QsET5qG5SvX4qefqmDenBl48uRxvqdRVTQN9BF3+wHuDJ4q9KGoxIG9O3Hk0H70CxqGeYtXQFdXF1ODx+Rcls6fxcZ1q9C+Y1csClkDJxdXTA0ek6UsJcLPvxxat+uoimR8kwuZys3SkJVp5WZ8juVm3txZqFsvEMtCVqFipZ8wc/oU/JtWbpKSkvDk8SO079AJS0NWYvzEyXj54jmmT50kt5+UlBRUqVIVDRo2LvA0fqsDe3fg6OF96DdwOOYsWgUdXT1MDx6Fz5+Tst1GGmNXom3H7liwbF1ajB0ly8/oqPcQR0ehW6/+WLJyEwYNG4ub169ixdJ5CvsKGjoGG7buk33KV6pSYGnNjcP7tuHEkT3oOWA0pi/YAF1dPcyZNDTH/Pjz99PYtn4ZWnbohZlLQuHg7I45k4YhNiYaAGBezAIrtxyR+7Tu2Bu6evrw9a8EANAQacC/QjWMnDgPC9fsQr+hE3Hn1jVsXDFXJenOiVB5AgBHD+7A7q2r0bRVF8xbsR3jpy9Dab+KBZ7mgvL/et0RIsa+eP4cklQJBg4agpWr1qFP33449usRbNm8SSVp/prfz5/FhnWr0b5jFywOWQ0nFxdMDh6bY54smDsTdesFYknIalSoVBmzpk+Wq68lyeprfbL93aSkJPj5l0Obdh3yPU354eDeX/Dr4X3oO3AEZi1aAx1dXUwPHpljPLl44Qw2r1uBNh27Y96y9XBydsOM4JGIzZSXLm6eGDhsLJas3oqJ0xcAEgmmB4/Aly9fAAAJCfGYMWkUihe3xOxFqzFj/gro6eljRvBIpKSkFHi6cyLUdVhDQ4TyFatg3KSZWL5uKwYNG4vbt65jzfJFBZ7m7Px+/iw2rluNdh27YlHIaji7uGJKlnpnZtJyMwN16jXA4pA1qFCpMmZPnyRXbvbv3Ymjhw6gf9BQzF+8HLq6upgSPFau/puSkozKVaqjQcMmBZ7GvGIsyT2h67TqRKi2j7oR6pqTbuDQcVi39YDso8p2TkHEjv17d+HIoQPoHzQE8xcvh46uLiZniaeX/riAxQvmonbd+li6fC3mLliK6jVqyb6vUq0GNm/bLfcp6x+AkqVKCzJBXKj+tYj79zA5eBx8/fyxcEkIFi1djkZNmkEk0sj3NH6Lg3t34NfD+/HzwBGYvWg1dHNVdn5D6LoVaNuxG+YvWwdHZ1dMVyg7Hhg4bCyWrt6C4OkLIJFIMD14pELZqVWvISpXq1lg6cuLC+fPY926dejYsTOWhSyHs4sLgoMn5Ng3P2/uHNSrVx/LQlagUqVKmDF9mlzfvK2tHfr1H4AVK1dj/vwFsLSwRPDE8YiNzdhn6dJlMHbceKxdux7jJwTj9ZvXmDVrRsEmNhtCxBMv7xIKsaJe/QawtLKCm7v8gL/ps+bJrefm5lFwmZEDoe5fvHj+DBKJBP2DhmPpyk3o2WcAThw7jO2b1+d7GvOqIGKJOOo9oqOj0LVXfyxeGYqgYeNw8/pVrMxUN6tcrRbWb90v9/H1K48SpXwFnSAOME+Agrs/sXHtCly7+idGjZuEGXOXQBwdhTkzJivd3/IlC+Do7KKw/NjRMGwNXY/2Hbth2aqN6NC5O9asXIqrVy59f8K/w498TwcQrr7m5uaOIcNGYuWaDZg6YzYkEgkmTRyrUG8Ryo9+3VHnWKKrq4uGTZpj5rzFCFkTijbtO2P7lk04cezI9yc8j8L2/YJjh/eh78CRmL1wDXR09TBj0oivt4nXL0ebDt0xd+l6ODq7YeakEXL1+nRHw3ZDA9m3YQYMHYe1Ww/KPuUqqe6h8+rax/jk8UMYG5tg+KhxCFm1AW3adcSWzRtw9PDBfE1/brHtJ+/8+fNYu24dOnXsiJCQEDi7uGBicHCO7b85c+eifr16WB4SkuPYrIuXLiHiwYMcx2Zt3LABZmaKD6UQmpBjtUqW9sXIsZOxfO0WjB4/FW9ev8K8WVPyM3l5JkQ/wfPnLyBJlSBo0GCsXLUGffr2xbFfj2Lz5tACT29usH9NOcZYRcyTDCw3ihhflRPqOuzpXQIbt+6T+9Sp3wiWltYK/bOqxPOEiIio8OMkcSIiAQwYMABaWlr466+/0LZtW3h7e8PFxQXNmjXD0aNH0aSJ9KZGTEwMevfujeLFi8PIyAi1atVCeHi4bD9TpkyBr68vtm7dCicnJxgbG6N9+/b48OGDbJ1Pnz6ha9euKFq0KKytrbFw4UKF40lKSsLIkSNha2sLAwMDVKhQQe4N36GhoTAxMcGhQ4fg4+MDHR0dPHv27KvptLCwQL169bB582bZskuXLuH9+/do1KjRt2Rdvjtw4AACGzRAvXr14ODoiKBBg6Cjo4OTJ08qXT8sLAz+AQFo3bo1HBwc0LVrV7i6uuLw4cNy671//x6rVq3CqNGjoampqYqkfDOJRIIjYXvRpl0XVKhUBU7OrhgyYhyio9/jyp9/ZLvdoQN7UDewEWrXbQB7Byf0CxoOHV1dnDl5TLZOk+at0aptR3h+5e0i1/+6gls3/kL3Xv3yLV3f4+CBfagf2AB16gXCwcERA4KGQEdHB6dOnlC6/qGwA/DzL4eWrdvC3sERnbt2h6urG44cDpOtU6t2XXTo2AW+Zf2y/d2I+/fQuEkzeHh6wcraGu06dIKBgQEeP3qY72lUlXcnLuDh5CV4G6beD7/IDxKJBIcP7kPb9p1RoVLltLI0FtFROZelsAN7UC+wIWrXk5al/kHDoKOjI1eWmqaVJQ8B3tSTW+nlpm69+nBwcMTAr5abg/D3L4dWrdvC3sEBXWTlRvrUdwMDA8yYNRdVq1WHnZ09vLy80W9AEB4/foTIyEjZfjp17ormLVrByclZJenMq/QY27pdF5RPi7GD02Ls1RzOi8NZYuzPaTH2t5O/AgAcnVwwesI0lKvwE6ysbVGqjB86de2Nv678iS9f5CfjGRQtClMzc9mnSBHhnlArkUhw/NAuNG/bHQEVq8HB2Q39h01CTPR7/HX5Qrbb/XpwB2rWb4oadRrDzsEZvQaMho6ODs6fkg78EWlqwsTUXO5z7fJ5VKxSC7p6+gCAokWNULdhS7i4e6O4hTVKlimHug1bIeJeeLa/qwpC5snHj3HYs3UN+g+fhMo16sPS2g4Ozm7wr6C6wUT57f/1uiNEjPUPKIehw0fCzy8AVtbWqFCxElq0bI1Ll7KPXaoUdmAf6gU2zFRfGwodHR2cPnlc6fqHw/an1dfapdXXesDF1Q1HM9XXataui/Ydu6BMDvW1Zs1boXXbDvD08s52HaFIJBIcDduDVu26oHylqnBydsWgERMgjo76yjVnN+oENkatug1h7+CEvkEj0q45R2Xr1G3QFD4lfWFhaQ0XN0+079oH799F4l3kGwDAyxfP8PFDHNp17glbOwfYOzqjTcfuiImJlq0jBCGvw0UNDRHYqBnc3L1gYWGF0r7+CGzUHPfu3lZJ2pUJO7A3U7lxQv88lptOXXvAxdVdNrBSWv/djzaZ6r9DR4xBdNR7XM6Uvx07d0ezFq3hqIb1NcaS3FGHOq06Earto06EvOakE7Kdk9+xQyKR4NDB/WjbvhMqVqoMZ2cXDBsxBtFRUbj850UA0od2rluzEt179UWDRk1ga2cHBwdHVKlWQ/Y7Ojo6MDUzk31EmiL8HX4Ldes1KPA8UUao/rX1a1ehSdMWaNO2PRwdnWBnZ4+q1apDW7tIvqcxr6TxdI9cPB00Ynyey87PaWXnTFo8BYB6DZqiRMkyaWXHAx269lYoO736DUGDxi1gaWVToOnMrQMH9iMwMBB169WDg4MjgoIGQVdHBydzjKcBaNW6DRwcHNClaze5eAoANWrWRNmyfrC2toajoxP69O2L+Ph4/PNPxqDOFi1awsvLGxaWlvDx8UGbNm3xICJCkIcbCRFPtLW15WKFoZERrlz+E7XrBEJDQ37QqqGhkdy6WlpaBZshSgh5/8IvoDwGDRsDX79ysLK2QfmKldGsZVtcvvR7vqczLwoqljg4uWD0hOkoV6GyrG7WsWtv/HXlkqxuJr3WZFx/RZqauHP7BmrVa6iStGeHeVJw9yc+ffqI0yePoWef/ijt6wc3dw8MGjYaEffv4kHEPbl9HTsahk+fPqJ5y7YKv3Put1Oo37AxqlSvCStrG1StXgv1AhvjwJ6d+ZsRefCj39MBhKuvBTZohJKlSsPS0gpubu7o3LUH3r97h8jIt/mexrz60a876h5LXFzdUa1GbTg4OsPS0go1atVFWf8A3Luj2v42aZt4N1q164pyFavC0dkNQcOlbeJrf2b//3Xk4C7Urt8ENes2gr2DM/oOHIkiOrr47dRRufX+efoIhw/sQv+hY7Pdl4FBUZiamss+qm0Tq2cfY516DdCnXxBKlioDK2sb1KhVF7Xr1MefF1Vfd2PbT9GBAwfQIDAQ9erVg6ODAwYFBX11bFaAv3+ux2aNHjUq27FZ165dw42bN9G7d/YT+4Qg9Fitpi3awNPLBxYWVvDyKYmWbTrg4YN7gj74V4h+goCAAAwbPgJ+fv6wtrZGxYqV0LJlK1y6dFElaf4a9q8pYoxVxDyRx3KjiPFVkZDXYWX9s1cvX0Stuor9s6rE84SIiKjw4yRxIiIVi4qKwsmTJzFw4EAYGBgoXSe9odemTRtERkbi2LFjuH79Ovz8/FC7dm1ER0fL1n3y5AkOHjyII0eO4MiRIzh//jzmzJkj+37UqFE4f/48wsLCcPLkSZw7dw43btyQ+72goCD8+eef2LlzJ27fvo02bdogMDAQjx49kq0THx+PuXPnYv369bh79y4sLCxyld6ePXsiNDRU9vfGjRvRqVMnFCkifOdHcnIyHj96BF9fX9kykUgEX19fRNy/r3SbiPv3UTbT+gDg7+8vt35qaioWLFiAVq1bw9HRsSAOPV+9ffMaYnE0yvj6y5YZGBSFu6c3HkTcVbpNcnIynjx+KLeNSCRCaV+/bLfJTow4GquWLcDQkeOho6P7bYnIR8nJyXj8+CHK+GZ06knPCz+Fm9TpIiLuKXQClvUPQESE8vMoO17ePvj9wnl8+BCH1NRUXDh/Fp8/J6NU6TJ5TwipXHpZKp2lLHl4euPBfeXnTnpZKp2lLJXx9c/2fFNH0nLzCL6+ZWXLpOWmbLblQFpuysot8/tKuYn/9AkaGhooWlT59VMdvX3zGjFKY6xPtv/H0vPigcJ5Ufor58Wn+I/Q19eHpqb8gN11q5aiW4emGD2sH86c/BUSieQ7U/XtIt++Qow4CiV9y8mW6RsUhauHDx5F3FG6TUpyMv55/AAly2RsIxKJUNK3HB49UL7N08cR+O/pI9Som/0bS8VR73Dtz3PwLlk223VUQcg8uXPzKiQSCaKj3mFk//YI6t4US+dMQNQ74QfjUQZ1irHxnz7BsKhhHlOQ/9Lra75Z6mtlfP0QkUN9LeuETT//ctmuXxhFpl1zSvsGyJal1+sfZhNPkpOT8fTxQ7ltRCIRSvn6Z1uvT0xMwNlTv8LC0hrmxaTtQltbBxgaGePMyaNITk5GUlISfjt5FHb2jrCwtMrHVOaNOlyH00VHvcflSxdQoqQwdfuMNpxiuckuXQ8i7qFMWX+5ZWX9A2TrZ7QlM/b5tfqvOmEsyT11KktCU6frspCEvOakW79qMXp0aIKxw/rizMmjKmvnFETsyE08ffL4EaKi3kOkoYEhQT+jW6e2mBI8Tu5tJln9duYUdHR08FOVat+c3m8lVP9aTIwYDx5EwNjEBKNGDEGXjm0wdvRw3L2r/LxUtbeyspP3flhl8fRhjmXnmNKyoy6+LZ7eVxJP/bNdPzk5GceOHYOBgQGclbyJEgA+fPiAc2fPwtvbW+UToIWKJ1ldvXwJHz7EoU69+grfzZgWjC4dWmPMyCG4clmYt/0Kff8iq/hPn1DUUNh2sapiCQDEx3/KsW52/swJFNHRRaXKNb4tMfmEeVJw9yeePHqIlJQUuXXs7B1QvLgFHtzPyKfnz/7F7l+2YuiIsdAQKQ5DSk5OVhgYr1OkCB49FOYhHcCPfU8HEPZ+aGaJiQk4feoELK2sUKxY8W/eT3750a876h5Lsnr65BEi7t9FyVKq7W+LfCu97pTK0iZ2+8p58lTpdSdA7rqTlJiIpfOnonf/YTA1zf6tyOtXLUbPjo0xdlhf/KbiNnFh6mOMjxem7sa2n7zk5GQ8evxY6dis+xERSre5HxGh0P7z9/eXWz99bFbrVq2yHZslFouxdNkyjBwxAro6wj1IXRl1uuZ8+BCHC+dOw9O7hCAPBwPUp58AkL6QR53uh7J/TR5jrCLmSQaWG0WMr8qp03X42pWL+PghDrXqCvPAX4DnCRER0f8L9RxpRUT0f+zx48eQSCTw9PSUW16sWDEkJiYCAAYOHIgmTZrg6tWriIyMhE5aR/WCBQtw8OBB7N27F3379gUg7fQODQ2FYdqNjS5duuDMmTOYOXMmPn78iA0bNmDbtm2oXbs2AGDz5s2ws7OT/e6zZ8+wadMmPHv2DDY20qf5jRw5EsePH8emTZswa9YsANIG2sqVK1GmTN5usDVu3Bj9+vXDhQsX4O/vj927d+OPP/7Axo0b85p1+S4uTjoR19TUVG65iakpnr94oXQbsVgMEyXri8Vi2d979uyBpkiEZs2a5f9BF4AYsfShA8ZZ02ViKvsuqw9xsUhNTYWxieI2L59//S3z6SQSCZYtnov6DZvCzd0TkW+Fe8tguri0tCmcFyamePH8udJtYsRimJiYKKyfXf5lZ8y4YMybMwMd27WCpqYmdHR0MD54MmxsbPO0HxJG+v931hhhbGIK8VfKkrJtXuShLAktPZ4qxMccyo1YLIaJQgwxybbcfP78GZs2rUe16jWgr6+eEyWUyYixZnLLTXJzXpgobpNdjI2LjcGeHVtRN1B+UnT7zj1RqkxZ6Ojo4taNa1i7cjESExPQqGmrb03Sd4kVRwEAjLOkzdjETPZdVh/iYpCa+kUhD41NzPDqxX9Ktzl38jBs7Z3g4V1a4buQ+ZNw/fIFfP6cBL/yVdBn0LhvSUq+ETJPIt+8QqokFWG7N6Nr32HQ1y+K3dvWYFbwYMwN2QYtbe3vSRrlE3WJsa9evcThw2Ho2bvvN6Qif8Vlc/2Uxsmc6muKeZJdLC6MxGkxQ7FeYfaVev0XJfV6M4VrzvEjB7Bt02okJibAxs4Bk2YugnZanNDT18fU2Usxb8YE7Nu5BQBgZWOH4OkLBJ3oKfR1GAAWzZ2Gq1cu4nNSEgLK/4QBQ0Z9S1K+W07lJvt2TrSScpORd+ntYGX7zNxGVleMJbmnDmVJXajLdVloQl5zAKBd514oVcYPRXR0EH7jGtbL2jmt8yN5OSqI2JF9PM1Y582b1wCAHdu3oFeffrCwtMLB/XswfuwIrF4XCkNDI4XfPX3iGKrVqCXrW1YlofrXMudTz1594ezqht/OnMLEcaOxYtVa2NjafWUPBSuj7yhrW+5r/bBfFM4hYyXx9PiRA9i6aY2s7EyeuVCu7KiTjHhqIrfcxMQEz3OMp4rrZ613XL1yBXPnzkZSUhLMzMwwY+YsGBsby62zceMGHDl8CElJSfDy8sLkKdO+O015JVQ8yerUyeMo6xcgNzFPT1cPPXv3g7dPCYhEGrh08XfMmj4Z44OnokLFn/KW0O8k5P2LrF6/eolfDx9At179vnkf+aGgY0k6ad1sC+rkUDc7c/IoqlavLci1JjPmScHdnxCLxdDS0kbRokXl1sl8bzQ5+TMWzp2Bbr1+RnELS9n1OLOyfuVw+sSvqFCpClzd3PHk0UOcOvkrUlJSEBcXCzOz7CdCFpQf+Z4OIOz9UAA4euQQQjeuQ2JiImzt7DF95ly1qLf86NcddY8l6Xp1aYvYWGkcb9exG+oGNspbQr9TTHqbWEn7Nibma21ixWvVy0z3dULXh8DTuyTKVaya7e+369QLJcv4QUdHF+E3r2H9qkVITExAQ4HbxOrWx3j/3l38ceEcgqfO+uZ9fCu2/eRlNzbL1MQkx/400yzXHNMs7b89e/ZApKmZ7dgsiUSCRYsWoVHDhvDw8MDbt+r1kGx1uOZs2bgGvx45iKSkRHh4+WDCZNWXl3RC9xOke/XqFQ4fPoRevft8c1ryC/vXlGOMVcQ8ycByo4jxVTl1uA6nO33yGHz9ygn64DSeJ0RERP8fOEmciEhNXL16FampqejUqROSkpIQHh6Ojx8/wtxc/qZ4QkICnjx5IvvbyclJNkEcAKytrREZGQlA+pbxz58/o0KFCrLvzczM5Cao//333/jy5Qs8PDzkficpKUnut4sUKYLSpRUnWn2NtrY2OnfujE2bNuHp06fw8PDI1X6SkpKQlJSksEzogSZf8+jRIxwKC8OykBDZG+HVzfmzp7B6+SLZ3xOmzBbsWI4e3o+EhHi0bNNRsGNQJ9u3huLTx0+YMWsujIyMcfnPS5g3ewbmzFsMJ2dnoQ+Psjh/9jRWhWSUpYlThStL/+9SUlIwZ/YMQAIMDBos9OHk6PzZU1izfKHs7wlT5hT4b8bHf8LMKeNg7+CIdp26y33XtkNX2b9dXN2RlJiIg/t2qmyS+B/nTmDDirmyv0dPWlDgv/k5KRGXLpxEi3Y9lH7fpfcQtGzfE29ePcfOzauwbf0y9Bygugl76pQnqZJUfElJQbe+w1HaT1pfHDRqGvp3bYy7f19HGb+KBX5sJLzcxNj3799jcvAEVKlSDYGBDVV8hJSdC2dPYm2ma864KXNzWPv7Va1ZF2XKBkAsjsKhfTuxaPZkzFiwAkWK6CApKQkrl86Fp09JDB09CampqTi0fydmTRmDOYvXqqwdp27XYQDo0Wcg2nbshlcvX2D75nXYtG4lfh44rMCPi+h7qGNZ+lGoa9tHna45ANCmQzfZui6uHkhKTMShfTtUMklcKJLUVABAm/YdZW8GHzJ8FHp06YCLv19AYMPGcutH3L+H58+fYdjIsSo/ViFJUqVvzwts0Ah16gUCAFxd3XD71k2cOnkC3Xr0UunxXMgST8cXcDytWrMuSpctJys7C2dPwcwFy2Vl50dRukwZhCxfibi4WBw/fgxzZs/CosVL5QastWrVGvXr1UdkZCR++WUbFi6cjylTpqltn35Bef/+HW7e+Aujx06UW25kbIzmLTNiqruHF6KjonBg3+4CnySuTvcvMot6/w7TJo3GT1Wqo15g469vkI9UHUsAad1s1pSxaXUz5X1sD+7fwYvn/2HwiAkFfjxZMU/U6/7E1k3rYWfviBq16ma7TtsOXRAjjsaY4QMhkUhgYmqKmrXr48DenRCpKPaqU54RUKNmbZQt64fo6Ggc2L8Hc2fPwLwFS1CkSJGvb5yPfvTrjjqVi9zEknSz5i9FQkICHj64h62b1sPaxgbVatQusGP7/exJrFmRcS9n3OSCaRNfu/IH7oTfwLxlG3Jcr3WH7rJ/O7t6IDExAYf271DJJPHC4r9//8GsacFo37EryvoFfH2D78S2n+o9evQIYYcOIWTZsmzbcYcOHUJ8QgLatm2r4qNTTh2vOc1btUft+g3xLvItdv2yGcsWzsaEKbP/79rGueknAKT3QycFT0CVKlURGCjc21yFxv419Y+xzBP1o27lRlUKU3xVx+swIO2fvXXjGkaOnST0oRSYwnSeEP2/0RD9f9XriejrOEmciEjF3NzcoKGhgQcPHsgtd3FxAQDo6ekBAD5+/Ahra2ucO3dOYR+ZG0dZn8qnoaGB1LRBg7nx8eNHaGpq4vr169DU1JT7LvOTnPX09L65E7hnz56oUKEC7ty5g549e+Zqm9mzZ2Pq1KlyywYNHowhQ4Z80zEoY2RkBJFIpPDkshixGGZZnhCXztTUFDFK1k9/+uDdO3cQExODbl0zJuWlpqZi/fr1OHjwIEI3b8634/9W5StUhoenj+zv5OTPAIBYsVjuSf0xMWI4u7gp3YehkTFEIhFiY7LkRYxY4amUOfk7/CYeRtxD2+b15JaPHPozqtWsgyHDVf92V6O0tCmcFzFimJopPy9MTE0RExOjsH5e8uL161c4cjgMy1etg6OjEwDA2cUVd+/+jaNHwjBw0NC8JINUoHyFn+Dh6S37O70sxWQpS7G5KEtZ40psjBimZrk/f4SWHk8V4mMO6TA1NUWMQgyJUSg36ZMkIiMjMWv2PLV9k146aYzNfF4kAwBixdF5jrFZ3zagLK4kxMdjevBo6OnpYczE6dDSyrmJ5+7pjT07tyA5+TO0tQt+sJV/+Spw88i45qSk50dMNEzNismWx8ZEw9HFQ2F7ADA0MoFIpInYLE9qjY2Jhomp4htmrlw8i6SkRFStpbzD2MTUHCam5rC1d4JBUSNMG9sPLdr3kDuegqROeWKS9nu2DhkPIjEyNoWhkTGi3qnX0/R/ZELH2KioKIwfOwpe3j4IGjz0+xKTT4yyuX7GxIhhkmN9TTFPTPNQX1M35SpUgbunYjyJEYsV4olTjtccTSX1+miF88XAoCgMDIrC2tYe7p4l0L1dI1y99Duq1KiDP86dwrvIN5i1cBVEIhEAYMioSejerhGuXf4DVaoX3CDNzNTxOmxqZg5TM3PY2TvC0NAQE0YPRpsOXVX+lrScyk12scTE1ExJuRHLyk16Ozhr/Veav675efgFgrEke+pYltSF0NdloajTNUcZd08f7N25WSXtnIKIHdnH0xi4pMVT07TlDg6Osu+1tYvAysoa795FKvzmyRO/wtnFFW7uytsUBU2o/rX0cmifKZ8AwM7eQWk+FbRyFSrDXUk8jRFHy/5PAWk/0NfKTtZzKFZJ3qSXHRtbO3h4+qBbu8a4cul3VM2m7AgpI57GyC2PiYnJ9hwxVXqOxCi8GUhXVxc2NjawsbGBl5c3+vTuiZMnjqNtu/aydYyNjWFsbAxbOzvYO9ijW9cuiIi4D29vH6iKUPEks9MnT8DQ0AjlczHx28PTG7du3vjqet9Lne5fpIuOeo/gccPh5V0C/QeNyPP230vVsSQhPh4zgkdBV08foyfOyLZudvrEUTi7uMHV3VPp9wWJeaK6+xOmpqZISUnGx48f5e4bZ743evv2TTz79x+0bHxebj9d2zdHm/ad0aFzd+jo6GDQsNHoP2i4rF158vgR6Onpw8jY5NszIg94T0eeUPW1dAYGBjAwMICNrR08vbzRoW1L/HnpD1SvUSvP+/oeP/p1p7DFknSWVtYAACdnF8SIxdi5fXOBThIPqFAFbsraxDHybeKYmGg4Obsr3UdGmzjrfR2x7L7OnfAbePvmJbq3k39Q64LZwfD2KY2pc0KU7tvd0wf71KBNrC59jM+e/Yvg8SNRr0EjtO3QOc/bfwu2/XKW3dgscUxMjv1p4izXHHGm9t+du3cRExODrt0yHiSYeWzW5tBQhIeHIyIiAk2zvGl88JAhqFmzJkaOUG3dXh2vOUbGxjAyNoatrT3s7B3Rp1tbPIi4By/vEnne1/cSup8gKioK48aOgbe3DwYNzr+xid+D/WtSjLGKmCfZY7lRxPgqpY7XYQD47dQxFDU0QrkKlb9p+/zC84SIiOj/g0joAyAi+tGYm5ujbt26WL58OT59+pTten5+fnjz5g20tLTg5uYm9ylWLHeTmFxdXaGtrY0rV67IlonFYjx8+FD2d9myZfHlyxdERkYq/I6VldW3JzSTEiVKoESJErhz5w46dszdG6PHjRuH2NhYuU+/fv3y5XjSaWtrw83dHeG3bsmWpaam4tatW/Dy9la6jZe3N25lWh8Abt68KVu/Vu3aWLFyJZavWCH7mJubo1WrVpgxc2a+Hv+30tPXh7WNrexj7+AEU1Mz3A7PGOAVH/8Jjx7ch6eX8o5/bW1tuLp54PatjG1SU1Px960b2W6jTO+fB2FRyHrZJ3iq9MmWI8dOQqeuvb8xhd9HW1sbbm4euB1+U7YsNTUV4bduwtNL+SBBLy8fhN+6Kbfs1s0b8PJSfh4pk5SYBAAKb0wQiUSQSCS53g+pTm7L0sMH9+GZzQBTWVkKly9Lt2/dyPZ8U0fScuOO8PBbsmXScnMr23Lg5eWDW1nKzc0s5SZ9ksSrVy8xc9YcGBkZFcjx5yfpeWEn+9g7OMFEaYy9l+3/sfS88FSIsbdvXZfbJj7+E6YGj4SWthbGTZqVq6f0/vv0MYoWNVTJBHEA0NM3gJWNvexj6+AME1Nz3A3/S7ZOfPwnPHl4D+5eJZXuQ0tbG85unrh7O2Ob1NRU3A3/C+6eitucO3UY/uWrwshYeSd1ZhKJ9ME66QN6VEGd8sTTuzQA4PXL/2TLPn6IxYe4WBQrnj/1QPp+QsbY9+/fY9yYkXBzd8fQYSNkk3+Fll5fC1e4ft6EVw71tdsK9bXr2a5fGGS95tilXXP+Dr8uWye9Xu+RTTzR1taGi5sH/r6VsU3u6vUSSCCRDTpISkqChoaG3IPFRCLp3+mxVhXU/TqcmlavT0m76axKGfVO+XbO7RzaOZ5ePnL5AEjLTfr6llbWea7/qhPGkuype1kS0o/a9lGna44y/z59pLJ2TkHEjvR4Gp4pRmeNp27u7tDW1saLFy9k66SkpOBt5BsUt7CQ23dCQgIu/n4edesL96YFofrXLC2tYGZujpeZ8gkAXr18AYss+aQK2cXTv7+hHzZr2bl96wY8vrPsCCk9nt7KEk9v5RhPveX68gHFeKpMamrO+ZCa9qYfVeeVUPEknUQiwZnTx1Gzdt1cPaDln6ePVTIBUp3uXwDSN7lOHDsMrm4eCBo6RpB2sSpjSXz8J0wLHgEtbe0c62YJCfG49MdZ1KrXKJ9SmTfME9Xdn3B194CWlpZceXr54hnevYuEZ9rkoTETpmDx8nWyz8DB0glXs+YvRYPG8pOytLS0UKxYcWhqauKP82cRUL6iysoV7+nIE6q+ppxw9ZYf/bpTWGNJZhJJwZ872bWJ79ySbxM//sp54uLmIdeOTk1Nxd/h12XXneZtOmFBSCjmL9so+wBA996DMGBo9g/X//fpYxiosE2szn2Mz/77FxPHjkCt2vXQpZvq3tjJtl/OtLW14e7mhlvh4bJl6e0/by8vpdt4e3kpHZuVvn7tWrWwcsUKrFi+XPZJH5s1c8YMAEC/fv3kvp82bRoAYNzYseiWaXK5qqjbNScrSarq75tnJmQ/wfv37zF2zGi4ubth6LDhanc/lP1rjLFZMU+yx3KjiPFVSh2vwxKJBL+dOo6ateoJ/gBtnidERET/H9T3lRxERP/HVq5cicqVKyMgIABTpkxB6dKlIRKJcO3aNURERMDf3x916tRBpUqV0Lx5c8ybNw8eHh549eoVjh49ihYtWiAgIOCrv1O0aFH06tULo0aNgrm5OSwsLDBhwgS5RpSHhwc6deqErl27YuHChShbtizevXuHM2fOoHTp0mjUKH8GM/z2229ITk6Wewt6TnR0dKCjIz/QQuf9+3w5lsxatGiBRQsXwt3dHR6engg7eBBJSUmoW7cuAGDBggUwNzdHjx49AADNmjXDmNGjsX/fPpQrXx7nz5/Ho0ePMGjwYADSJ6plHcirqakJU1NT2NnZ5fvx5wcNDQ00btYae3ZuhbWNLSytrPHL1o0wMyuGCpWqyNabNH44KlaqioZNWgAAmrZog2WL5sDV3QPuHt44ErYXiYmJqF03ULaNODoaMeJovH79EgDw379Poaenj2IWFjA0NEJxC0u5Y9HT0wMAWFnZolix4gWd9Gw1b9EKixfNg5u7Bzw8PBEWdgCJSYmoU7c+AGDRgrkwNy+Gbj2kNxabNmuBcWNG4MD+PQgoVwG/nz+Hx48eIijT278/fIjDu8hIREdHAYCsU9DU1AymZmaws7eHtY0NVoQsRc/efWFoZITLf17ErZs3MGnKdNVmQD7SNND/H3v3HR1F1Ydx/ElCGjUFAkkoaaTROyhFUBALIl0R6ag0RUCKFOm9SEdBCCTSe1FBlCYqNsBCl95LGi0FkvePJEs2m9BMspuX7+ecnMPuzs7ee7nzu2XmziiPX3HD69zeRZW/XKDiwqMUc/aiGVOW+aysrNTo9WZauSxMHh6ecivsriWhC+XianwsDRnYR9WfqalXko+lxk1aaNqUcfIrGaCS/oHauH61YmJNj6WIiHBdumB8LBVKPpYsQdJxMzEpnvoHav36NUbHzeRJE+Tq6qr2huPmdQ3o31dr1qxSlSpVtctw3CTdDfLu3bsaO2ak/j1+TEOHjVTCvQRFhCfdXT9vvnyytbWVJF25ckU3b9zQ1atXlJCQoBP//itJcvfwMMQUc0qJsauWhcrdo6gKF3HX0tAv5OJSUFVT1YtPPu6tajVq6uVGTSVJjZq00IwpY5PrRZA2rl+l2JgY1aufdJH/7du3NHxwX8XFxqpX30G6ffuWbt9OuvlM/gJOsrGx0a97f1RkZLj8A4JlZ2enA/t+1+oVX6px01bZXxDJrKys1PC1Vlq7PERFPIqpUGF3rQybJyeXgqpcvbZhu9GDeqhyjTp68dUWkqSXX39Tc6eOlI9foHz9S+nr9csUExOjOi+8arT/SxfO6vA/+9Xvk8kmv73vtx8VFRku35JBcnDIrXNnTmjJwpnyDyqrQoXdszbjD2DOMnH3LK5K1Wpr8eefqnOP/nLMnUfLFs2Rh2cJBZetlLUZzyL/r+2OOWLstWvXNHBAX7m5FVbHTu8oOirKkB5LeDJS4ybN9OmUCfIrGSB//wBtSC6TlPZz6qRxcnEtqHYdkm481KhxU33cv7fWrlmpKlWqadfO7Tp+7Ki69/zQsE/T/tpZSff7a9L9NvnihQuSpNOnTsrR0dEi2mQrKyu90riFVi9bLHePonIr4q5loV/I2cXVqM0Z9nEvVatRSy81aiZJatSkpWZOGSvfkgHy8w/S5vUrFRtzR3XrJz2x5vLFC9qz+3uVq1BF+Qs46fq1K1q38kvZ2dmrYpXqkqRyFSordMEczZ89VS81aqrExEStXfmlrG1sVLpshewvjGTmbId///VnRUZGyK9kgBwdHXXm9CktXjBXgcGl5Wamdqdxk+aaNmW8/Er6G/U7U2LJ1Enj5OpaUG1THTeD+n+odWtWqHKV6tq9c7v+PXZU3Xv2lpTS/22qFcu+TCrfwkUM/d/qqcr36pXLupHcX7uXkKAT/x6XJLl7eJq9v0YseTTmPJYskbnGPpbEnG3Ob3v3KDIyQv4BwbK1s9Of+37TmhVheq3pG6YJzSKZHTusrKz0WnI89fDwVOHCRfRlaIhcXF1VvUbS0yNy586jhi830tKwRSpUqJAKuRXW2lUrJEk1a9YxSt/uXTt07949PVfXvE9yMcf8mpWVlZo2a6klYYvk7eMjbx9ffb/tW507d1YDBg3N3gJIR1I8baFVhmOniJaGLkjn2PlQVWvUShVPW2rGlLHyLRmokv6B2rR+lWJj7hji6aWLF/Sj0bFzVWuTj51KyceOJF28cE4xd+4oMiJccXGxOvnvMUlS0eJeZok1TZo01ZQpk5Lj6f06Ur9+A0nS5EkTk+NpR0kp8fQjrVmzOlU8PaaeyfE0JiZGy5ctVbXq1eXi7KKo6Gh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s906DRk/Pc+K43N09NWT4x5rx1VxVr1Fb06d+pl9//ilF8iEpUmqs4+ntp579hmj6nECNGDdFMhg0bmT/BPsiX33xmdw8PFMkfa9r54+/a3rgWnV+t56WfDpEPm559eHEWQoOu5Ng+N9PnFbtN0tr9og+WjBmgHJmdVbvCbN0IzjUGOb+gwcq5uelXq3MMzeSHL7btFD7v12qZp1Gqe+4ZbK3d9SciV0V9Zxyc+7Eb3qrViv1GbtM3YbN1aPoKM2Z8IEeRN6TJIWH3FB46A01eG+ABk1ep9bdxuvkkR+0/OuE+3GWZOfBX/XFklXq3PQdLf5shHzc8qnv+C8UHBaeYPjIBw/lmjO7erZurKxOmRMME7j+W63duVcDOrXSN9PGqOd77ypo43at3PZdSibllew58INmz1+stq2a6evpk+Tl4a7Boz5RSGhYguGPnTipTyZPV91a1TX3i8mq8EYZjRo/SRf+/kdS7E1+o8ZP0pXr1zVu+GB9/cVk5cyeXQNGjNH9yEhJUvZsWbV6yTyTV/vWLeTo6KBypUqkWtpfVkpdqx88iFTJUmXUtIV5H9iaUtJlSK/wo6d07MMx5o5Kstqz/3vNmb9IbVq10JwvpsrTw11DRo1VSGhoguH/OnFS4yd9rjo1q2vOjKmq8EY5fTx+oi5c/NsYZvb8Rfr1j0Ma0r+vFs6eqSYN62vmnHk6+PMvJseqV7umVgYuNL66dGyXkkl9beYaI1sKc43/Ll/6RwaDQd17faQvvlqkjl16aPu2TVq6eH6yp/FlmKvu+Hh7aWDf3lo4e6Ymjh0lGaTBo8ZY3FzbE1xzUqbtkGLz4Hl1J/j2LY0Z3l+587jqs89na+TYSfrnn4uaOS3hB8ylpv/6vQTmnDfZsHaVli5ZoCbNWmnGnIUa8+lklShVOu7pFB0dramffZJq9+OYey5JkmZNn/LcOYEv5y42mW/K4uT0yulNLrSxT+WoV1vewwbo4qyv9Vujlrp74pSKLZwt20QWQXn066U8LZrq9NiJ+qVuY/27fJUKfzVNGQvGf7BjpiKFlKdlU909Ydn3Ce7bt0/z5s5V6/fe08yZM+Xp4aGRI0YoNJG+yfHjx/XZxImqVbu2Zs6apfLly2vcuHG6ePGiMYyrq6u69+ihr2bP1uQpU5QjZ06NGD5cYY+P6e/vr6ClS01etevUUa5cueTja57fyV/kv1ZvaF/jI09e3u7vf9SXC4PUvmUTzf98vLzd82vAmImJzrlFPnigPLlyqGvblnJxdkowTPasLurapqXmTf1E86Z8opJFCmnYhKm68M/lFExJ0lFOnm/v/u/19fyFer9VS83+4nN5erhr6Kgxzx0PfzppqurUrKHZMz5XhTfKaXSc8fCKwEUmr/59esvKykoVK5Q3OVa791qZhGtY/+2UTOpzUU4AAPj/wiJxAGmGvb29cuXKpXz58qlRo0aqUaOGdu7cKSn2h5IPP/xQOXLkkIODg9566y39+uuvST726NGjVbx4cePf7du3V6NGjTRlyhTlzp1bWbNmVc+ePRUVFWUMc/XqVb399ttydHSUh4eHli1bJnd3d02fPv2F50uXLp1y5cpl8lq3bp2aN28e7wmMWbNmVa5cueTp6amGDRtq165dKleunDp16pTkH0qtrKyM5/Hx8dEnn3wia2trHT161BgmJCREbdu2lbOzs9KnT6+6devqzJkzJsdZs2aNChUqJHt7e7m7u2vq1OfffDp//nw5OTkZF7SvXr1aRYoUkaOjo7JmzaoaNWooIiIiSWl4FRvWrVGtOvVUo1Yd5c/vph69+sre3l67dnybYPhNG9aqZKkyatK0hfLld9P7bTvI08tbWzbF7vBtMBi0cf1aNW/5nt4oX0EeHp7q13+wgm/f1k8//iBJsrW1lbOLi/GVKXNm/fzTj6peo068XUmClixS3rz59VbFyimWB0lhMBi0dcMqNWnRVmXeqCg3D2/1/GiEQoJv69cfDyT6vS3rl6t67fqqWvNt5c3voc49B8rO3kF7dm42CWdn7yAn56zGV/r0GeIdK0OGjCZh7OzMuzOlwWDQ5g2r1axFG5Ur/5bcPbzUp/9QBQff0s8/fp/o9zauW6Wadd5W9Zp1lS+/u7r1+kj2Dg7avWObMUz9Rk31bvPWL9yV1dExvUlZcnBwTLb0vYrYPFmlpi3aqOzjPOndf5hCgm/rl+fkyaZ1K1WjzjuqVrOe8uV3V9de/R/nyVZJUn53Tw0aPk5lylVQrtyuKlKspFq37azffj6oR4+iJcW2/84uWY0v63TpdOzoH6pWq16qpD0h69etUe06dVWzVm3lz++mnr36yN7eXjt3bE8w/MYN61WqVBm927S58uXPrzZt28vLy1ubN22UJGXIkEGffPqZKlaqrLx586lAAX9169FLZ8+e0Y0bN0yOlT69ZZQNc7Sxv/7yk9LZpFO3Hh8qb9588vEtoB69+ujgDwd05cq/kp6Ul6f5Y53OWn8eOayateomGK/UllJ1SZJq1W2gQoWLKUfO3PL09lWrtp116+YN3bxxLTWSliQGg0FbNqzSuy3aqGz5io/TP/yl0//B4/R/t2OLSbgL585o07oV6tFnSILH6dStj+q+00Q5c+VO1nS9jA3rVj9Td9zV/SXrznttO8jTy0dbNq2XFJunm9avVbOW76tc+Qpy9/BS3/6DFXz7ln56nKclS5dVn48GqUTJ0sqVO4/KvfGmGjVprh8Pxs/zTJkym9QhGxubFMuLxHDNie/Jdedpm/ui6866x+Wm+eM298l1Z4MxTLXqNdWqdRsVL1EywWNI0vy5s1W/QWM1a95Sbm7uyps3nypWqixbW7tkT+Pr+q+3r5J5+ye//fqLDh36XZ06f5Di6XwZT/r1z5aLDx/3659fLkz79V0f9+u/e1wu3Nw9NWj4WJUp96axPXmvbWf99vOPxvakeq166tS1twoVKa5cufOocrVaqlajrn46mPgYK6WZc5zz6NEjLfh6ltp17Ko69RrI1TWf8uV3V4WKVZM9nS/DnHmS0PzBLz/9oGo1488fpCauw0/6V2vU/Jn+VZ/+QxR8+/nlYsO6VapVp56q14otF9179ZO9vb2xXERE3NWuHdvUsUt3FS1eUt4+vurdb5BOnvhLp04eNzlWhgwZTcqHnd3Ta++pk38pe46ceqdhbL+2YKEiqlX3HZ05dTJF8sMcY78nHNM7Jjr+bd6itd5v20H+BQspd+48atCoiUqWKq2DZmpnU3KsU7NuAxUsXPxxX8RPLdt2SbAvsn3LekVE3FWDJi1TLJ2vY9mW3WpU7U3Vr1Jennlza0inlnKws9OmvT8mGH5crw5qWquSfN3zyd01l4Z/8J4MBoN+Pfb0huZ6Fcup87v1VLZI4jvbWzKDwaB92wJVq/EHKlK6mvK4+al1j08VHnJDf/6W+ENiuw79WmUrN1LufN5ydSug1t3HK+TWVV2+ENuW5M7now79pqtwqSrKljO/fAqXU70WH+qvP/Ya21xL9c3mnWpY/S29U7WCPPLm0eAu78nBzk6b9/yQYPiC3u7q3aapalYom+hOrH+ePqdKpYurQsmiypMjm6q9UUplixbU8bMXUzAlr2bV+k2qV7uG6taoJvf8+dSvxweyt7fXtp0JL2hfu3GrypYsrpZNGsotX151fL+VfLw8tH5z7LXn8pWrOn7qtPp2/0AFfL2VP6+r+vbooocPH+q7fbFtU7p06eTi7Gzy+v6nn1XlrTfl6GjeOenEpNS1WpIaPO7D+b5g/j6turl9v05/PF3XN+wyd1SS1Zr1G1Wvdk3VqVldbvnzqW/PbrK3t9e3OxNuS9du3KwypUqoxbuN5ZYvnzq0aS1vL09t2Px0LuD4iZOqVa2qihctrFw5c+idOrXk5eGuk6dNfzt1sLc3qT8Z0pt3Z9vnMecY2RKYc/xXsnRZ9e43WMVLllGu3HlU9o0KatikuVnnCCTz1Z136tRS0cKFlCtnDvl4e6lDm9a6efOWrseZb7IEXHNSru2QpPqNmqlJ8/cSzYPffvlR6Wxs1KV7X7nmzS8f3wLq1usj/fTDfl29Yr7FN//1ewnMOW9y984dLQ1cqD79h6py1erKndtV7h5eKvtGhXjnW7pkoVzz5lOFilVSJB+eZQlzSdu2bFBExF01atI80fNlcXI2/R3d2ry3DtPGmsrXsY2urFira2s26N7Z8zo16hPF3I9U7qaNEgyfq+Hb+nvOfAXv+16Rl/7VlWWrdHvf98rXsa1JuHTpHVVw6gSdGjFGUeEJP4DNUqxbt0516tZVrVq1lN/NTb1695a9vb127NiRYPgNGzaoVOnSatq0qfLnz6+2bdvKy8tLmzZtMoapWrWqSpQoody5c8vNzU0fdOmie/fu6cKF2Ada2traysXFxfjKnDmzfvrxR9WoWdOs8/SJ+a/VG9rX+MiTV7Nyw1a9U6uq6lWvIvd8edW/eyc52Ntry+59CYb39/FSj/bvqXrFN2WXyD0zFcqWUvnSJZQvT27lc82tLu+3kKODg/46dSbB8KmJcvJia9ZvUN3atYzj4T49u8ve3l7bExkPr9u4SWVKlVTzx+Ph9m3eizcejjvH+uPPP6tYkcLKnSuXybHSp3c0Cefo4JCiaU0M5QQAgP8/XCUBpEnHjh3TwYMHjTdIDho0SGvWrNHixYv1xx9/yNvbW7Vr11ZwcPArn2PPnj06d+6c9uzZo8WLFysgIEABAQHGz9u2basrV65o7969WrNmjebOnRvvRvmk+v3333X48GF16tTphWGtra3Vp08f/f333/r9999f+lyPHj3S4sWLJUklSz5dENK+fXv99ttv2rhxo3788UcZDAbVq1fPuDD+999/V/PmzdWyZUv9+eefGj16tEaOHGmSJ8+aNGmShgwZoh07dqh69eq6evWqWrVqpY4dO+rEiRPau3evmjRpIoPB8NJpSIqoqCidPXtaxYs/TaO1tbWKFS+pk3EGmk+cPHlcxeIskilZqowx/PVrVxUSEqxizxwzQ4aM8vXz16kTCR/zl58O6s6dcNWoVdvk/SOHD+mH7/epW8/er5S+5HTj+hWFhtxWkeJljO+lz5BR3n4FdebksQS/Ex0VpfNnT6tI8adPZLa2tlaR4qV15uRfJmG/37tTnVu/rf492mhZwBw9eLxDybMWzP5cnVu/rWH9umjPjs0pVi6S6un/dSnjexkyZJSPn79OxUnfE1FRUTp39rTJd6ytrVW0eMlEv/M8a1ctU5uWDfVR7y5at2a52Z+ef/3aVYWGBKvoK+RJ0Xh5Ukqnn5Mn9+5FKH369EqXLuFJ1n27t8vO3kHlK1R5tcS8ptj25YyKF3+6k461tbWKFy+hkydPJPidkyePq3gJ0513SpYqnWh4SboXESErKytlzGj6YIVVq1aoVYt39WGv7lqzeqVZyoa52tjoqCjZ2tiaTPbZ2cc+VOLEXwm3V9/t3il7e3u9+ValV0hp8kutuhQZeV97dm5Tjpy5lTVbjuRNxGu4YUz/0+vHk/SfTuSaE/X4mlM03jWnlEmePYiM1BeTx6pz975ytsCdbKVnrxXx607cifAnTp08rmIlSpm8V6JUaWP4V+mfSLFtTMaMmeK9P37sSLVt9a6GDOijn386+FLpSy5cc0w9aXPjlpvizyk3sdcd0za3xAuuO3GFhobo1KmTyuLkpIH9+6hN62YaMugj/ZVIe2tu//X21Zz9k5CQEM2cMV39+w+Wvb15H/YU15NyEb9fXzDR+hNbLk4lWC4S+44kRdy7+9z2RJLuRdxVxkzx297UYs5xzrmzp3X79i1ZWVvro95d1PH9dzV21GCTnYXNwRLGfk/8+vMPunsnXNVqmvfhRlyHn5aLuHnwvP5VYnlQ7Jm249yZ04qOjjYJkzdffmXPnkOnTpjm09zZX6hNy0Ya2Le7du3YZjJP4legkG7fuqnffv1JBoNBoSHB+vH7/SpZplyypD9uusw5v7Zm1XK916Kx+vTqqrWrV7xw/BsREaFMmRLeSTilpeRY51mxfZGt8foil/65qFXfBKj3R8NlZWV5P/1FRUfr5IVLKlP46WJua2trlSlcQH+eOZ+kY0Q+eKjo6EfKnNFyF9+9rNs3LutO6C35Fn66k4hj+kxy8yqqi2eOJPk49+/dlSSlz5gl0TCR9+7IwTHjc/sq5hYVHa1T5/9RmSL+xvesra1Vpoi//jydtHKSkCK+Xvr12En9c+W6JOnMxUs6cuqsypco/NpxTk5RUVE6ffa8ShUranzP2tpapYoX0fFTCe/2dvzkaZUsXtTkvTIliuuvk6eNx5QkO7unC+itra1la2urY8cTfrjI6bPndPb8RdWtWe210pOSUupajbQptu6cU8nixYzvWVtbq2Txojp+MrG6c8okvCSVKVlcxx/XHUkq6F9AB3/5Vbdu3ZbBYNDho3/q8pUrKl2iuMn3du/dryat26pzjw81PyBQkZGJ76prbpY2Rk5tljT+kx7Pz5pxjsDcdeeJ+5GR+nbXd8qVM6eyZ8v2+glLZlxzUrftSOg4NjY2pr8LPr5H6MRff75sUpKNJbQn5ryXwJzzJocP/S5DTIyCb99Sr67t1alNc036dIxu3jS9V+vo4T908Pt96tqzT7Kl+3nMPZd06Z+LWrksUH37D5HVcxbN9OvVRR3ea6qPhw1M9Lf11EQb+5SVrY0yFvJXyMGfnr5pMCj44E/KXKJogt+xtrNTzAPTXT5jIh8oS6niJu/5fDxMt/fuV8jBn5M72skqKipKZ8+cMdnkJ/Z3ruI6eSKR37lOnFCJZ8JLUqlSpRINHxUVpW3btilDhgzy8Ex4x9KffvpJd+7cUa2aNV8pHSntv1ZvaF/jI09eXlRUtE6fu6DSRZ/OBVpbW6tUscLJtqD70aMY7T5wUJGRD1S4gE+yHPN1UE6e7+l42HQetmTxYi8YD5tek0uXLKETiYQPCQnVz7/+rrq1asT7bPmqtWrSqo26fdhPK9esM9t9wZQTAAD+/1jOLzIA8AKbN29WxowZFR0drQcPHsja2lqzZs1SRESEZs+erYCAANWtG3sj7bx587Rz504tWLBAAwcOfKXzOTs7a9asWUqXLp0KFCigt99+W7t371aXLl108uRJ7dq1S7/++qtKl469iW/+/Pny8Xm1Af6CBQvk7++vN998M0nhCxSIvZnu4sWLKlu27AvDh4WFGXcov3//vmxtbTV37lx5eXlJks6cOaONGzfqhx9+MMZh6dKlypcvn9avX69mzZrp888/V/Xq1TVy5EhJkq+vr44fP67Jkyerffv2JucbPHiwAgMDtW/fPhUqVEhS7M7r0dHRatKkidzc3CRJRYoUSTTODx480IMHpjdSPHzwwLgY8EXCw8MUExMjJ2dnk/ednJz176VLCX4nNCRETk5xwzspJCT2YQMhISGx78U75tMwce3c8a1KlCytbNmym8Tti2mT9NGAoQnuqp3aQh/HPUuctGdxclZoaMLpis3fR8ri5BLnOy66cvlv498VqtRUtuy55JI1m/6+cE7LAmbryr//aMDwT41hmr/XWYWKlZS9vYOOHvpFC2Z/rsjI+6rboFlyJfGlGfMkgfITmsj/9Z3HZS5uPsaWuX9e6vxvN2giLy9fZcyUSSdP/KWggHkKCb6tjl16vtRxktOTdDs5x/0/f1GePIpXr7I8J0/Cw0K16pslqlGnfqJx2b1jiypWrm62RUjh4eGJti+XE2lfQhJpXxLLu4cPH2rRovmqVLmKSTtRv0FDeXn7KFOmTDpx/LgWL16o4OBgdfmg22um6uWYq40tWqyEFsybo7WrV6h+wyZ6EBmpJYvmS5KCg28neN5d27epUpVqFrNoLaXr0reb1ylw0deKjLyvPHnz6+PxUxPdScscQkJi/5/i/j9ncXJ5Yfrjt68uJukPmDdTfv6FVbZ8xWSOdfJ5Xt1JrP0IDQlOoO44J6HuOBs/i+vqlX+1ZdN6dejc1fieo4OjOnbupgIFC8va2koHfzigCeNGaejIsSr3RtL6qMmFa46pJ+XG+aXKTYicnJzihU8s/xJy7dpVSdI3S5eoY6cP5OHlre9279SIoYP05ey5yuOa9+USksL+6+2rufonBoNB0z+frLr13paPr6+uX7es3dWf9utNy8Wz7WhcT/r1Tk7xv/P89iRQNZ/Tnpw8fkw/HNij4aMnvkwSkpU5xznXH7cpK5YuVocu3ZUjRy5tWLdSI4f21ZdzA822qNPcY79n7dqxTcVLljGZPzAHrsPP5kH89Lyw7UjgO5cf50FISIhsbGyNc3RPODmb9ttavd9BRYuVkL2DvQ7/8Zu+/nK6Iu/f1zsNm0iS/AsVVr+BwzRl4jhFPXyoR48eqUy58uraI/lvfDbn/No7DRrLy9tbGTNl1snjf2nJ4gUKCQ5Wpw+6J3je7/fv1ZnTp9Wzd7+XS2QyScmxjhTbFwlaNMfYFxk1/nNjXyQq6qGmTxqjth17KHuOnLp+7UpyJSvZhIbf1aOYGLlkMV0I5ZIlk/6+krT+w6xl65XNOYvKFk6bu4Yn5E7YLUlSxiymDzrLmCWr7oTeStIxYmJitH7JRHn4lVDufAn/PnE3PEQ71n2t8tWbvl6EU5ixnDiZ9gucnTLp4pWrr3zcto3qKOJ+pFr0GyVrayvFxBjUrWUj1amY/A/XeB1h4Xcej/1MF/s7Oznpn8v/Jvid4NBQOccZ+zk7ZVFIaKgkKX9eV+XInk3zFy/VR726ysHeXqs3bNbNW7d1O5E5g607vpNbvrwq7G+5dS2lrtVIm4x1xyl+3bmUSN0JCYlfd5ycnBQc+rRe9OrWRdNmfqWW7TsrXbp0srayUr/ePVS0cCFjmGpVKiln9uzKmtVFFy5c1LyAQF3+91+NHj4k+RKYjCxpjGwOljT+u3rlX23dtE7tOqXubzvPMmfdkaQNW7Zp3qIlioyMVL68rpr0yccWNdf2BNec1Gs7ElKkWAkFzP9S69cs19sN3tWDyEgFBsyVpETPnRrM3Z6Y+14Cc86bXL92RQaDQatXLFXnrr2UPkMGLV2yUKOHD9T0L+fL1tZW4eFhmjFtkvql4v045syTqKiHmvrZJ2rXqauy58hp/G3nWS4uLureq5+8fPwUHfVQO7dv1Ygh/TRp2pfy8vZ9tUQnA9rYp2ydnWVtY6OHt0zveYi6fVsZvDwS/E7w9weVr2Mbhf76u+7/c0nOb5ZT9lrVZJUunTFMjrfrKFMhf/3epHWKxj85PPmdK97voc7OunT5coLfCQkJiT/H6Bz/N/Kff/5Zn02cqAcPHsjFxUXjx49XliwJP2hvx/btKlmypLJlN+88fWL+a/WG9jU+8uTlhd25o0cJjH1csmTRP5dfby793MV/1GPIx3r4MEqODg76ZEg/uecz/30UlJPnezoedjJ539kpy3OuOaHx7sFxdspiMh5+1o7d3ym9o6PeerO8yfuN6r8jHy9PZcqUSX+dOKmFiwMVHByibl06vnJ6XhXlBPj/Z5CVuaMAIJWxSBxAmlG1alXNnj1bERERmjZtmmxsbPTuu+/q6NGjioqKUoUKFYxhbW1tVbZsWZ1I5MmQSVGoUCGle2biNHfu3Przz9inEZ86dUo2NjYmO3F7e3vHm6hMivv372vZsmXGxddJ8WT3ICurpHXeMmXKpD/++EOSdO/ePe3atUvdunVT1qxZVb9+fZ04cUI2NjYqV+7pTVFZs2aVn5+fMQ9PnDihhg0bmhy3QoUKmj59uh49emTMq6lTpyoiIkK//fabPJ956maxYsVUvXp1FSlSRLVr11atWrXUtGnTRPNswoQJGjNmjMl7PXv3Ve8+HyUpzZbg1q2bOvTHbxo0ZITJ+7NmTFPlKtVUuEjCT3tNaQf27NC8Lycb/x7y8aQUO1eNOk/LTH53Lzm7ZNW44X107eq/ypXbVZL0bqv2xjAeXr56EBmpTWu/SdVF4vv27NScWZ8b/x4+ekKqnTshDRs3N/7b3cNLNjY2mjPrc7Vp30W2tnapEof9e3bq61lTjX8PS4XFLPfuRejT0UOUL7+bWrzXIcEwp04c0+VLf+vD/sNTPD7mEh0drYkTPpEMUs9eH5p81rjJ05t5PTw8ZWNroy9nfqH2HTqmWtkwp/xu7ur70SAtmD9HSwIWyNo6neo3bCQnZ2eTXQSeOHniuC5d+kf9BpjvprzUrksVq9ZU0RJlFBJyWxvXLNfUCaM1fsos2dmZZ4Hr/j07NPeZ9A8d/VmKnOfXn77Xn0f/0OQZC1Lk+P9Pbt+6qdEjh+jNtyqpVp23je9nzpJFDZs8vfb6+BZQ8O3bWr9mRYovEueaY5kMMbFjjjp131aNWnUkSV5e3jp6+JB27tiudh06mTN6//n2NbUl1j/ZtHG97t+/r2bNW5oxdk/ti1MuUmNB9r17ERo/eujj9qR9gmH+vnheE8cNV/PW7VS8ZJkUj9MTljTOMRhiJElNW7yn8hUqS5J69xuszm2b6+D3e1W7boNUiYcl5cmzbt26qcN//KoBQ0al+rm5Dkv79uzS7JlPy8WIMeYtFy1atzH+29PLR5GRkVq3ZoVxkfilfy5q/tdfqkWrNipRqoxCgoMVsOBrzZ41Tb37vtrDMi1RowTGv1/NnK62HTrFG/8ePXJYX0ybol59+im/m3uqxC+1xjpPVKxaU8VKlDb2RT6f8LE+mfKl7OzstTRgrlzzualStVopGgdzWrxhh3b++Ltmj+wrezvLWzyUVL9/v1kr5z+d8+4y6KvXPuaaRZ/o6qWz+nD0kgQ/j7x3V/Mm9VBOVy/VebfHa58vLdr942/a/v3PGvthJ3nky6MzFy9pWsBKZXPOorerpO5D0VKbjY2Nxg4bqMkzZqthq/aPdyYvqrKlSkiPf2d61oMHD7R7/wG1aWFZDxSwtGs1/hvWb9qiE6dOa9zIYcqZI7uOHjuumXPmKmtWF5V6vJPyO3WeXns93d3k4uKsgcM/1pWrV5Und25zRd3IUsfIqcVSx3+3b93U2FGD9OZblVWrzjvmjk6yS0rdkaTqVSqpVPFiCg4J0aq1GzRu4hR9MXmCcZdoc+GaY562IzH53TzU+6OhCpj3pYIC5sraOp3ebtBETk7OSb5XJjlYWnuS2vcSWFK9iDEYFB0drc7deqnE43nW/oNHqMN7TXXs6GGVKFVGX82YqkpVqqlQkWIvONqrs6Q8CVw0X3nzualKtcR3PXbNm1+uefMb/y5QsLCuXb2ijetWq9/AYakRTUmWlW//D858Mkl+n4xSue3rZTAYFPnPZV1ds0G5mzaSJNnnyimfEYN0uH1XxTx8+PyD/Z8rVqyYZn35pcLDwvTtt99qwoQJmjZ9erzFfrdu3tQff/yhIUOHmieiCfiv1RtLSq+ltK/kiWXL75pHC6ZNUETEPe398Rd9OmOOZo4fmeoLxSknlmf7rt2qVqVSvDFu08ZP76f29HCXrY2Npn85Wx3bt5FdCj84jXICAMD/PxaJA0gzMmTIIG9vb0nSwoULVaxYMS1YsEBlyqTMDdZxn1RtZWWlmJiYZD/P6tWrde/ePbVt2zbJ33mycNvDI+GnhcZlbW1tzDtJKlq0qHbs2KHPPvtM9esn71PcK1asqC1btmjlypUaMuTporx06dJp586dOnjwoHbs2KGZM2dq+PDh+vnnnxNMx9ChQ/XRR6YLwv++fCPJ8cicOYusra0VGufpoKGhIXJySXhhupOzs0JD44YPlfPjp2I/WdAeGhIiF5esJmE8Pb3iHW/Xju3KlCmzysZZWPXnkUP65aeDWrdmlfG9mJgYNXqnlnp+2E81a9VNcjpfRelyb8nHr6Dx76io2B8DwkJD5OySzfh+WGiI3D28431fepK/6RQWZ6fxsNBgOTlnTfA7kuT9+LzXrlw2LhJPKMya5QGKinqYaotey5arIN+E8iTe/3WIPDwTzpNMj8tcWLwyFBJvB7aX5evnr0ePHunG9WsmEx8pqUy5CvLx8zf+HRUVJSn2CYLOz+RJWGiI3J+bJ+ni1auwBPLk/r17+mTkQDk4ptegEZ/Ixibhbuqu7Vvk4ektLx+/V0pXcsicOXOi7YuzS8L/186JtC9x8+HJAqwbN27o0wmTXvh0cz+/Anr06JGuX7+uvHnzvUJqXo0529jKVaurctXqCgkJkYODg6yspA3r1ihnrvg33e3YvlUenl7y9jHf0yNTuy5lyJBRGTJkVB7XvPL1K6h2Ld7RzwcPqGKVGsmVpJdSJs41J9qY/rjXnOAXpj9++xpsTP+xo3/o+tUratf8bZMwUz4dqQKFimrsxBnJkp7X9by6k1j74eTskkDdCUlC3QmRR5z+ye3btzRiSH8V8C+knh+++ME7vn4FdOTQ7y9O2GvimvN8T8pN3Kfex5ab57W5ofHCv0yf5EmZzJffzeT9vPny6+bNpPfLU8p/vX2Ny1z9k6NHDuvkyRNq3NC0/e3bp6eqVK2mj/oPep1kvbTYfn38chEWEvzS/frQOGOdhOrQ/Xv3NG7kIDk6OmrwiHEJtieX/rmo0cP7q2ad+mrWMunj/uRgSeMc58fjxLz53Y3v2draKWeu3Lp5I/XaFEvKk2d9t3ObMmbKrDLlKrw4cDLjOiyVLfdmnLYjtlzE7V+FJaXtCImfB0/aYWdnZ0VHR+nu3bsmT88PDQl57oMnff38tfKbQOM8yeoVy+RfsJAaN419QIe7h5fsHRw0bGAfvde2o0mcX5clzK894fd4biTu+PfYn0f0yZgR6vRBN1WrnnqLpFNrrPPEk75Ibtd88vErpPYt3tYvBw/orSo1dOzIH/rn7/Nq/n3Vx6FjF352aNVA77Zooxbvp/4OFHE5Zc6odNbWCg67Y/J+cNgdZY2za3RcQZt3afHGHZo1rLd83BKeT0wrCpWqqgHeTx8cGv24vbkbdltZnJ/uUHU37LbyuL+4/VuzaLyO/7FPvT5eLKesueJ9Hnk/Ql9P7Cp7xwzq+NEXSmdj2QvsjeUkNNzk/ZDQO8oaZ6eflzEzaI3aNqyjmhXKSpK88+fV1ZvBWrJ+m0UtEs+SOdPjsV+YyfshoaFycXZK8DsuTk7GXcOfhg8z2QXH19tL82ZM0d2ICEVHR8spSxb16D9Eft7x29x9P/ykBw8eqla1yq+bnGSVWtdqpE3GuhMav+44J1J3nJ3j153Q0FC5PN7d9cGDB1q4ZKlGDx+sN8qUlhR74+65Cxe0au0Gk4WuzyrgFzsP/e+VaxaxSNwSx8ipyRLHf8G3b2nk0I9UwL+Quvfu/9LfT07mrjsZM2RQxgwZlNc1j/z9fNW4ZRt9/+PPqla5YvIl8hVwzUn9tuNFKlWpoUpVaig0JFj2Dg6ysrLSpvWrlCtXnpc6zuuwxPbkWSl9L4ElzZu4OD/53cLd+HmWLE7KlDmLbt68Lkk6+vh+nPVrVhrDxMTEqMk7NdTjw/6qkQz341hSnhw9ekj/XLygJu/sMzlO25aN1Kzl+2r1fvsEz+/jV0An/jqWxBQnD9rYxEWFhCgmOlp22Uzn9WyzZtWDm7cS/k5wiI716CdrOzvZODvp4fUb8hzYV5GX/pUkZSpcUHbZsqr0+uXG71jb2MipTCm5vt9S+wqVkVLgPshX9eR3rni/h4aEyCWRuVNnZ+f485YJzLU6ODgoT548ypMnjwr4+6tzp07avn27WrRoYRJux86dypQpk954441kSFHy+K/VG9rX+MiT15clUyalS2DsExwWluicW1LZ2toob+7YeVk/b0+dPHNOqzZ9q4E9Or/WcV8W5eTlPB0Ph5q8HxIalujvdc7OTvHuwQkJDTOOh5/157G/dOnyvxo+aMAL41LAz/fxb183lC9vyv7+QTkBAOD/X/zt9gAgDbC2ttawYcM0YsQIeXl5yc7OTj/88IPx86ioKP36668qWLDgc47y6vz8/BQdHa1Dhw4Z3zt79my8icqkWLBggRo0aKDs2bO/OLBif7yYMWOGPDw8VKJEiZc+3xPp0qXT/fv3JUn+/v6Kjo7Wzz//bPz89u3bOnXqlDEP/f39TfJYkn744Qf5+vqa7LhetmxZbdu2TZ9++qmmTJliEt7KykoVKlTQmDFjdOjQIdnZ2WndunUJxs/e3l6ZM2c2ednZJ32XPltbW3l7++rIkT+M78XExOjo4UMqUCDhclGgQEEdPXzI5L3Dh343hs+ZK7ecnV105MjTMPfuRej0qRPy8zc9psFg0O5d36pq9ZrxboKYNHWGvpj1tfHV+v12cnRMry9mfa3y5d9KchpflWP69MqVJ6/xlTe/h5ycs+rPw7+ZpOvsqePyKVA4wWPY2NrK09tXfx55unAsJiZGx478Lp8ChRI998XzZyTJ5EbzhMJkyJgpVXdFdkyfXrnzuBpf+fK7y9nZRUefKT/37kXozKkT8kskfba2tvLy9tXRw6Zl7s/DfyT6naS6cP6srK2tlSVL4jeNJ7fYPMlrfOXL7y4nZxf9+Qp58udh03Jy9PAf8n3mO/fuRWjsyP6ysbXV0FGfJroj5/3793Tw+z2qVuvtBD9PLbHti4+OHDlsfC8mJkZHDh9WgQL+CX6nQIGCOhynfTl06A+T8E8WYF258q/GfzpRmTM//yZpSTp//pysra3llMXpldLyqszdxkqxE4qOjo46sH+vbG3tVLxEKZPP79+/rx8O7FPN2in74I0XSc26FJ9BBhmMN/CYQ9z05zWm/2lanqTfN5Frju2Ta06c9D/bvjZq+p6mzlqkKTMXGF+S1K5LL/Xsa76d5OMyXiueKedP6o5fInXHr0BBk2uLFFt3/OLUnbjXrLh15/atmxox+CN5+fjqw34DZW394umAC+fPpcoPw1xznu9Jmxu33Bx5TrkpUKCgjsRrc/9I9DqVkJw5c8kla1b9e/myyftX/r2sHDlyvEQKUsZ/vX2Ny1z9kw+69dSMWbONr9FjP5EkDR4yXG3bJbw7cEpKrFzE79cfT7T+xJYLv3j9+qOHfzf5zr17ERozcoBsbG0SbU/++fuCRg3tp6rVa+u9dql7M4BkWeMcLx9f2dra6srlf4zvRUdH68aN68qRI+crpO7VWFKePGEwGPTdzm9VtVotsyyi4Dqc9HKR2NhEerafF7ft+MPYdnj5+MrGxsak7Px7+R/dvHlDfv6Jl50L588q4zPzJA8ePJCVlWlfzti3S2BX2NdhCWO/JxIa//559LDGfjxc7Tp0UZ26qbsLY2qNdRJm2hcZMHycpsxcaBwLdfsw9iEt4ybNVJ13Gr9+YpOBrY2NCnjk06/HThnfi4mJ0W9/nVIRH89Ev7dk404tWLtNXwzpqYJebomGSyscHDMoe678xleuvF7K5JRNp4/9ZAwTee+u/j53VO4+ie96ZzAYtGbReP356271GLFQWXPE35km8t5dzZnwgdLZ2KrzgJmyTaTNtSS2Njby88yvX4+dNL4XExOjX4+dUBHfxMvJi0Q+eCgra9OdJtNZWysmmdvM12Vraytfb0/9cfRP43sxMTH648ifKuiX8EMDChbw1R9H/jR577fDR1SoQPwHJmbMkEFOWbLo8pWrOn32vN4sF/8BzNt27tabZUvLKcurL8pPCal1rUbaFFt3vPTHkaPG92JiYnToyJ8qWCCxuuOnQ4ePmrz3+6EjKvi47kQ/eqTo6GhZx9ml1traWgZD4gtpzp2/IEnKmsjDdFKbpY2RU5uljf9u37qpEUP6ycvbV736Dk7S/GxKsqS6Y5AsZq6Na07qth0vw8nZRY6O6fXD/j2ytbVTsTi/C6YkS2tP4krpewksad6kQMHCj9+/ZAxz50647oSHKfvjOcbPps7StFnzjK9W77eXo2N6TZs1T28k0/04lpQng4ePNklvzw9jH0Ly6eQvVPedhkrMhXOp8xvgs2hjE2eIitbdv07IuXy5p29aWcn5zXIKP3Q08S9Kinn4UA+v35CVjY2y166uW7v2SJJCfvxZv9R7V781aGF8hR89pusbt+q3Bi0saoG49Hge0sdHRw4fNr4XExOjw4cPq4B/Ir9z+fvr8DPhJenQoUOJhn/2uHH7HQaDQbt27lT16tXN/rCjZ/3X6g3ta3zkyeuztbWRr5eHfj/6l/G9mJgY/XH0LxXy80nWc8UYDIqKik7WYyYF5eTlPBkPH4o3Hj76UuPhPw4dln8C4bft3CUfby95eb54E7hz5y/E/vb1Gg9JTSrKCQAA//8sZzQLAC+pWbNmGjhwoGbPnq3u3btr4MCBcnFxUf78+TVp0iTdu3dPnTp1SpFzFyhQQDVq1NAHH3yg2bNny9bWVv3795ejo6Os4vzo+Txnz57V/v37tXXr1kTD3L59W9euXdO9e/d07NgxTZ8+Xb/88ou2bNlisjj7eQwGg65duyYpdtHczp07tX37do0aNUqS5OPjo4YNG6pLly76+uuvlSlTJg0ZMkSurq5q2DB2wNW/f3+VKVNG48aNU4sWLfTjjz9q1qxZ+uqrr+Kd780339TWrVtVt25d2djYqG/fvvr555+1e/du1apVSzly5NDPP/+smzdvyv8FE7Ovo2HjdzX980ny9vGTr6+fNm5Yq8gHkapes44kadqUiXLJmk3tOsTerF+/YRMNG/yR1q1dpTJlymn/vj06e+a0evbuJyl2kXuDRk20cvlS5cnjqpw5c2lpYIBcsmbVG+VNd/s6euSQrl+7ploJLE6Muxvj2TOnZW1tJTf3pO0Mn9ysrKxUr2EzrVuxWLld8ylHztxaETRfzi5ZVab806e1jxvWR2XKV1Kd+u9Kkt5u1FJfTRsvL58C8vL119YNK/Ug8r6q1Ii9ifva1X/1w96dKlHmDWXMlEX/XDynJfNmyL9wcbk93qH895+/V2hoiHz8CsnOzk5HD/+q9SsD9U6TVqmfEc+wsrLSOw2batXyQOXO46qcuXJrWeBCubhkU7lnfjgcNewjvVG+ourVj73htkHjZprx+UR5+fjKx9dfmzesVmTk0zInSSHBwQoNCdbVq7FP7/374nk5OqZXthw5lClTZp088ZfOnDqhwkWLy9ExvU6d/EsL532lSlVrKGOmTKmbEc+IzZNmWr18iXLnyascuXLpm8CFcnbJqrLP5MnoYf1UtnxF1avfRJJUv3Fzzfx8grx8CsjHt4A2b1itB5H3Va1mbN24dy9CY0cM0IMHkeozYITu3YvQvXsRkqTMWZxM2rkf9u9RzKNHqly1ZiqmPGGNGr+raZ9Plo+Pj3x9C2jD4/alRs3akqSpUyYpa9asat8h9jrUoGEjDRk8QGvXrlaZMmW1f99enT1zWr1695EUu0BmwqfjdO7sGY0aPU4xj2IUEhz7dP2MmTLJ1tZWJ04c1+lTJ1WkaDGld0yvEyePa/7cOapStZpZyoa52tjNm9bL37+QHBwcdfjQ71q0cK7ate9s8uRJSTqwf68ePXqkKlUtY4fXJ1KqLl27ekUHD3ynYiXKKHMWJ92+dVPrVi2VnZ29SpWxnCddW1lZ6e2GzbTGmP7cWh64IIH091W58hVV9/E1p37j5pr1+QR5+fjJ29dfWzas0oPI+6pas56k2IePJPQAkuzZcyrnM7tJXL1yWZH37ys0JFgPHz7QhXOxDy/Jm99dtraps6Naw8ZN9cXnn8nbx1c+vgW0acMak/Zj2pSJypo1m9o+U3eGD+6n9WtXqnSZN3Rg3x6dO3NaPXvH7gRuZWWl+o/rTu48eZUzZy4tC1wkl6zZjDe73L51U8OH9Ff2HDnVoVNXhYc9fULyk8nz73Ztl42NrTy9Yq/RPx48oN07vzVOxKcmrjnxxV53Jsnbx1e+vn7asGGdSbn5fMpnypo1m9oZrzuNNXRwf61bu0qly5TTAeN1p6/xmHfuhOvmjRsKDr4tScbF4M7OLnJ2cZGVlZWavNtcy4IWy8PTUx6eXvpu105dvnxJQ4aPSt0MSIL/evsqmad/EveBAY6OjpKk3LnzKFu2pD0ILSU96devXh4Y20bmyq1vAhfIxSWbSbn4eNhHKlf+rWfKRTPN/HyCvH385OPrr00bVutBZKRJezJmxAA9fPBAfQcMT7A9+fvieX087COVKFlG9Rs1U8jjumadLp2ypPIDfp4w5zgnffoMql2vgZYvDVC27DmUPUdOrV+zQpL05ltVUi8T4jBnnjzx55E/dP36VdWobf4Hk0hch6Un/at3tWp5kPLkcVWOnLmN/atny8XIof31xptv6e3H5aJh42b64vOJj9uOp/28J+UiQ4aMqlGrrhbN+0qZMmWSY/oMmjdnhvz8CxpvnPjl54MKCwmRb4GCsrOz0+FDv2n1imVq9G5z43nLlCuvr2ZM1bYtG1SiZBmFBAdrwdwv5eNbQC5Zsym5mWPsd/LEcZ06dUJFixaXo6OjTp48oQVzZ6ty1erG8e/RI4c1bvQI1W/YWG9WqGi8RtnY2pjUsdSSUmOd61ev6AeTvsgNrX/cFyn5uC+SK7fp7hLh4bH9/bz53JQho/nmkuJq/XZ1jZm9RP6e+VXI213Lt32n+w8e6J3Ksen4+KvFyuHspJ6tYuejF2/cobmrtmhcr/bKnd1Ftx7v9JLewV7pHRwkSWF3I3T9VrBuPt55+e+rNyRJLk6ZlS0Vbqp6XVZWVqpct412rp+r7Lnc5JLDVdtWzVJm5xwqUrq6MdxXn3RSkTLVVbF2a0nSmoWf6PeDW9Wp/wzZO2ZQeGjsrmIO6TPKzs7BuED84YP7er//F4q8H6HI+7FtbsbMzrK2TtrvCubQ6p2aGvflIvl7uqmgt4dWbN2lyAcP9XaV2PZhzKyFyu7ipB6tY68/UdHRunD5qqTY/uvN4FCdvnhJjg72ypcrtq/6VqmiCli7Vbmyucgjbx6dvnhJ32zeqXeqVkg4EmbUrFF9TZw2S37eXirg6601G7YoMvKB6tSoKkma8PkMZcuaVV3avSdJatKgnvoN/Vgr123UG6VL6bsD3+v02fPq36ub8Zh7vz8opyyZlSN7dl24+LdmzVukCuXKqEzJ4ibn/vfKVR3964QmfDws1dL7qlLqWi3F9uFCQoJ17YppHy57nD5cWpUuQ3pl8H66w2h6j7zKXKyAHgaHKfLSVTPG7PW826iBJk2bIT8fL/n5+mjths2KjIxUnRqxbenEqV8oW1YXdW7fRpLUpME7+mjICK1au0HlypTSnv3f6/TZc+rXq7skKUP69CpauJDmLlwsOzt75cyRXUeP/aWd3+1Vt86xD0S7cvWqvtt7QGXLlFLmTJl0/uJFzZ63UEULF5Snh7tZ8uFFzDlGtgTmHP/dvnVTI4f2U/bsOdW+U7cE52fNwSx159o17d3/g0qXLK4smTPr1u3bWr5qrezs7FS2dEnzZMRzcM1JubZDkkKCb8epOxfk6OiobDlyGvNg66a18vMvLEdHRx059JsWL5yjNu0/MOtY579+L4E5501c8+ZT2TcqaMHXs9Sj90dyTJ9BgQHz5Jo3n4oUjd1kI/79OKdklcL345gzT3I/Z07gye/nG9evVs6cuZXfzV0PHz7Uzu1b9OfRQ/r4k0kplidJQRtr6tLCQBWYNE53jv2l8KPHlLf9+0rn6Kira9ZLkvwnfaIH12/o/NQZkqTMxYrILmcO3T1xUvY5c8ijd3dZWVvrn3kBkqRHEfcUceasyTke3b+vqNDQeO9bisaNG+vzqVNjf+fy89OG9ev14MED1awZO088ZcoUZc2aVR06xPYrGjZsqMGDBmntmjUqU7as9u3bpzNnzqj3hx9KkiIjI7V8+XK9Ua6cnF1cFB4ers2bNun27duqWLGiybmPHD6sa9euqXadOrJk/7V6Q/tKniSX5g3racIXc+Tn7Sl/Hy+t2rRN9yMjVa96ZUnS+OlfKVtWF3Vt01KSFBUVrYuXYu+fiIqO1q3gYJ05f1GOjg7GncO/DlyuciWLKWe2bLp3/752HTiow8dOaMrH5t/IgnLyYu82aqhJ076Qr4+3/Hx9tG7DJkVGRqr24/HwZ1OnK1vWrOr0eDzcuEF99R8yXKvWrle5MqW1d/8BnT57Tn179TA5bsS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itygKC6gIEvv9sbCw7BIqyy7v+/zO2XN0d/buzDB1596506ptR1SrUTvnMkAOZeVJdHQUFs6dgdevXiZfrzBGmbLl0bFrT7nXK3JzbloZ85DTJk/Aq5cvEBUphIGBIUp4eqFz914wM0u9x02VxifKOv+7ev0GNm/bgZev30BLUxPFixXB5Anjcixdv4N1RxbHJ9JYRmQxT2Sx3shiOckZFq1awapTR2iZmeHHs2d4NXcuvj98JDesQF0d1t26wbxhA2gVKICfb97gTcBSRF65ksux/nO5fS/B58+fsH3bFty7ewdCoRCmpmaoVr0GWrdpl6tzA0RERP8W3EmciHJN3bp1ERoaipcvX2LhwoVYuXIlJk2alCPHNjAwkHuTuqKkLJRO+5o8eTIMDAxQr149qbAnT55EaGgo7t69ixkzZuDx48coUaIETp3K3g0Gv379Qp06dTBr1iz07t0bly9fxrVr1+Dr64uAgAA8fPgw64PkIHV1dVhYWEBDI+8+Z2Tf7u04HLwXfXyHYvaC5dDW0cEUv1H49etXht+5eP401q8ORJv2XTB/ySrYOzhhit8oREYKJWHi4uJQ0qs0WrTO+Ea76f7jkJSYiCkzFmDe4pWwd3DC9MnjIIyIyNE0prhw7gzWrV6BNu07Y0HACjg4OsHfb7RUvNN6/Ogh5s2ehpq162FhwEqUKVcBM6dOxJvXryRh9u7ejsMH96HfgCGYu3ApdHR04O83Rir/FsyZgXdvX2Py9DmY4D8dDx/cx/IlC6R+a/XKZThx7Ai69uyL5avWY/zEaXB1lb3BevmqIARt3iV5GRkb50zmZOHgni04GrwbPX1HYPr8VdDR0cWMicPw61dcht+5fP4UNq5ZihbtumHW4rWwc3DGjInDECUnv48c2AlAIPP+65fPMMt/JEp4l8HsxesxZPRk3Lh6CVuDVuRk8v7I/t3bcCR4L/r4DsfMBSugo6ODqX4jMs2TS+dPI2j1MrRu3wVzl6yGnYMTpvqNkOSJMPwrIiLC0blHPyxcHoQBQ8fi9s1rWL44dQK1QuXqWLNpr9TL06s0ihTzzNXFevt2b8ehg3vRd8BQzFm4DDo6OpjsNzrztuPcGaxbHYi27TtjQcBK2Ds6YXK6Orhu1TJcv3YFI8dOxLTZiyCMCMesaan946uXLzB14lh4eZfGwoBVGDFmIq5fvYyN61dJwiQlJUJbSwsNmzRDiZLeUCZF1p0adRph5aYDkleH7v2lPj+0bzu2b1yFJi07YN7yTZgwbRFKeJVBblFGm/vh3VskJYnQf+BQBASuRffe/fHPkWBs3rBWcoykpERoaWmrRPkAgH27t+Fw8B709R2GWQsCoa2ji6l+IzMtI+J+eDlat++KeUtWJ/fDIyV5GxH+FcKIcHTp0Q+Llq/HwKFjcPvmNSxL05a8fP4URsYmGDJiPBYtD0LLNh2xecNqHAneq/A0Z+bCubNYs3ol2rXviEUBgXBwdMREv7GZlpu5s2egdu26WBwQiLLlKmD6VH+pchMbG4vCRYqiS7eeco8RG/sTE8ePgUAATJ85F3PmLUJCQgKmTvZDUlKSQtL5u/7rfY48+3dvxZHgPejtOxwzFqyEdrby5BQ2rF6GVu27Ys6SNbB3cMa0NHkCAI7ObvAdOgaLVmzChKnzAJEIU/2GIzExUepYvkPGYvWmfZJX6XIVFZbW7DqwZyuOBu9Bb98RmDl/JbR1dDFt4vCs82TNUrRq1xWzF6+BnYMzpk8cLne8dvjATgjkjNcEamooVbYiRvvNwpJVW+E7ZCzu372BVcvm5Wj6ftf5NO3J4oDlye3JuEzbkzmzZ6BW7bpYEhCIsuXKY/pUf7xObk/i4uLw4vkztG3XAYsDlmPchEn48P4dpk6eKPd469augalp7p2Xy6Os8VqKgUNHYf3m3ZJXGTn15Pv371g0fyaKe3rlTKJ/gzLLSIeOnbFp83bJq1HjJgpNa0YunDuDtatXoG37TlgYsAL2jo6Y5Dcmi/HadNSqXReLAlagTLkKmDF1Urrx2g4cOrgP/QYMxtyFS6Gto4NJ6c6RAaB9x67YsHmn5NWwcVPJZ81atJb6bMPmnbCxtUOFSrIP6fjb9KvqHAEgvllg3uzpKFKkmNz46OnpS80PrAna+pc5kj3nzp3D6lWr0L5DBwQEBMDRwQF+EyZk+ODFR48eYfasWahdpw4Cli5FuXLlMHXqVLx+/VoSxtraGv3698fywEDMnTcP5gULYsL48YhKc0x/f38kJiZi5qxZWBIQAAdHR/hPmoQIBc0h/S5FjOsBIC4uNtP5tYjwr5g8fjgsrawxe0Eg/KbMwdu3rxGwUP6DfhRJlecJUiQkJGD+7GkonEG9yk2nLv4PS9dvRbfWTbF23hQ429ti2JS5EEZGyw0fF/cLVgULoG+n1jAzNsrwuA421jiwdonktXz6BEUlQSH+2bcBpw5vQ8e+4zBu1gZoaeti0VRfxGdSl+LiYlHI3hXte43J8vi3/ncaL5/eh7FpgZyMtsKcvnAZy9dtRNc2LbB6wSw4OdhhpP8MCCOj5IaPi4uDZcGC6N2pHUxNjOWGiY2Ng5O9HYb06a7AmOeMs+cvYuWadejYri0CFy+Ao4M9xk6cDGEGfc7DxyGYMWc+6taqicAlC1ChbBn4T5+FV6/fSMLs2LRe6jV88EAIBAJUqlBO5nir122AWS48oDUrympfK1auJjWeX795N0p6l0KRYiVgnDwn0LOPr9TnazbugKFhPpSvWEVxGZLOmfMXsWLNenRq1wYrFs+Ho4M9xkyckmk5mT5nAerWqoEVS+ajQtkymJSunASuWY/rt25jzPAhWBcYgOZNGiFgxWpcvnpN6lj169TCzk3rJK9e3bsoMqm5Ql1fD9H3nuDBoMnKjsofU9V56ZvXr2LB3BmoU68RApavQV/fwTi4fw8OB+9XaH5kRpnXiK9cOofF82eieq16WLB0DWbOC0Dlqsp9ACOgvDx5/+4tRCIR+g0YhsXL16N7r/44djQYWzasyfE0ZoZ9TvYos+6k2LBuJUzNVGMjA2XmR0JCPMpXrIK69RvnaJp+l7LnYQFg6aJ5sHOQfajR0cMHsCloDdq274IlgevQrmNXrFy+GNeuXv77hGdCWXmiJlBD6bLlMX7iNCxfvQGDho3G3Tu3EBiwUOb3cnNuWlnzkMWKe2LUWD8sX7UBo8f7I/TTR8yekTrOU6XxibLO/y5cuozZ8xehds0aWBmwEIvmzkL1Kjk7D/07WHdkcXyiGvnBMsI8AfJuvQFYTnKCWa1asB86BO9Xr8Hdjp3w4+kzFA4IgGYGm2/Y9u+Hgs2b4eXcubjdug0+7dkLt7lzoJ/JA2BUiTLuJXj/7h1ESSL4DhyM5YGr0at3Xxw9cggbN+Tug9GIiIj+LbhInIhyjba2NiwsLGBjY4OmTZuiZs2aOHHiBADxycCgQYNgbm4OHR0dVKxYEdevX8/2sf39/eHp6Sn5f9euXdG0aVPMmzcPlpaWMDMzg6+vL+Lj4yVhQkND0aBBA+jq6sLBwQFbt26Fvb09Fi1alOXvpSyUTvvat28fWrduLfV0WgAwMzODhYUFHB0d0aRJE5w8eRJlypRBjx49ZBZeyLNo0SKcP38ep06dgq+vLzw9PeHo6Ij27dvj6tWrGe5ILhQK0blzZ5iYmEBPTw/16tXDs2fPAABnz55Ft27dEBUVBYFAAIFAAH9/f8l3Y2Ji0L17dxgaGsLW1harVqXeYPj69WsIBALcuXNHciyBQIBTp07Bx8cHenp6KF++PJ48eSIVn2nTpsHc3ByGhobo2bMnxowZI/U3yy0ikQiHDuxGqzadUKZcRdg7OGHw8LGIiPiKq1cuZvi9g/t2oVbdBqhRqx5sbO3Rd8AwaOvo4NTxo5IwjZq2RIvW7eHmLrsLIQBER0Uh9ON7NG/VHvYOTrCyLoTOXXsjLi4Wb9+8kvudv3Vg327UrlsfNWvXha2tPfoNGAJtbW2cPC5/p63gA3vh5V0KzVu2gY2tHTp07gZHJxfJBRGRSITg/XvRqm1HlClXAfYOThgyfDQiwr/if8n59+7tG9y6eR2+g4bDzd0DhYsUQ+++A3Dh/BmEh3+VhPnn8EGMmzgVZcqWR0ELSzi7uMLTy0cmTkbGJjAxNZW81NQUP3wRiUQ4cmAXmrfpjFJlK8HOwRm+wyZAGBGO61cuZPi9w/u3o0adRqhWqwEK2Tqgp+9IaGnr4MwJ6Sd4v375DIf2bUe/IWNljnHlwmnYOjihZbtusLAqhMLFSqJjt344dngvfsbE5Hhas0tcd3ahZZtOKJ1cdwYOHwdhRDiuZVJ3gvftRM26DVG9Vn3Y2Nqjz4DhyXXnCADA1t4Ro8ZPRakyFWBhaY1iJbzQvnNP3Lh6GYmJCQDE/YeJqZnkpaaujgf3bqF67fq5knYgpezvQes0ZX/w8DGICM+87Tiwbxdq162PGrXFbUe/AUOhra0taTt+/PiOk8ePonuvfiju6QVnF1cMHDoKIY8f4kmI+KmTF8+fgb2DI9q07wxLK2sULVYCnbv3xtFDByRlQkdHF30HDEXtug3lPkk9tyi67mhp68DYxEzySvuE0e/fo7Fj82r4DpuAilVrw8LSGnYOzvApk3uLGJXR5nr5lMbgYaNQ0ssHFpZWKFO2PJo2b40rl1PLpY6OLvoNGILadRsofZfolH44bVsyKLkfzrwtke6H+yT3w6eT2xI7e0eMGj8FpcqUl7QlHTr3xI2rVyRtSY3a9dGjz0AUKeYJC0srVKleG9Vr1sP/LmdcNnPD/n17UKduveRyY4f+AwZDW1sbJ47LPkkYAA4e2JdcblrDxtYOHTt3hZOTMw4FH5CEqV6jFtq17wTPkvIvpDx69BBhYZ8xZNhI2Ds4wN7BAUOHj8LzZ09x7+4dRSTzt/zX+xx5RCIRDh/YhRZtOqF0uUrJeTL+t/Okd3KenD5+WBKmVr3GKFzUE+YFLeHo7Ia2nXvh65cwfAn7JHUsfQMDqbzR0tJWWHqzQ5wnO9EiTZ8zYNj4LPucQ/t3SPocG1sH9PYdAS1tHZw+cVgq3KuXzxC8bwf6DZFdeGNgYIg69ZvBycUdBcwtUMzTB3XqN0PIw3s5ns7fkdKe1KpdB7a2dvDNsj3ZD2/vUmjRsjVsbG3RSdKeiHfu1dfXx7QZs1GpchUUKmQDd3cP9O0/AM+fP0NYWJjUsW5cv4bbt2+iR8/eCk9nRpQ5Xkuhr28gde6ipaUl83srli5E5ao1MjxvVCRllhE9PT2pvNHRkd1BOjcc2LcnzXjNDv1/c7zWsXM3ODo543ByvysSiXBw/160btsBZctVgIODI4YOH42I8HD878olqWPp6ulmmAe6utKfRUYK8e7tG9SqLf0gwr9Pv2rOEaTYsnEdChWyQYVK8m+MEQgglU+5de6zb98+1K1XD7Vr14atnR0GDBwIbW1tHD9+XG74AwcOwNvHBy1btoStrS06d+4MJycnBAen7uBcrVo1lCxZEpaWlrCzs0PvXr0QExODV6/E80NRUVH4+OEDWrVuDQcHB1hbW6Nbt26Ii4vDmzdv5P5ublLUuB4AGjVtheatO8A1g3byxrUrUNfQQK9+Q2BdyBYuru7oO2AY/nfpPEI/vs/xtGZE1ecJUmzZuA7WhWxQoVJVheVFdm0P/geNalVFgxqV4WBjjZF9ukJHWxuHTp+TG97DxRG+XdqhZsWyme4Yoa6uDjMTY8nLOJ9hhmFVjUgkwqlDW9GgZU94lq6KQvau6D5oCiIjvuD2tbMZfq+YVwU0a+8Lr7LVMz2+MDwM29bMQc8h06Gunjce+rrrwGE0qF0D9WpWg71tIQzr1xM62lo4cvKM3PDuLs7o160jalSukGE5KeNdEj07tkWlcqUVGfUcsWf/AdSrUxt1a9WAna0NBvv2g7a2No6dkP/Q4X0Hg1HK2wutWzSDnY0NunbqAGcnRxw4lNqumpqYSL2uXL2KEsWKwtLCQupY127cxM3bd9CnRzeFpjErymxfxXMCaa5FqKvh/t3bqJlmTJZ+zP/86RN8//4NNWrVlRsvRdiz/yDq16klKSdDfPtCW1sb/2RQTvYePIRS3iXRJrmcdOvUXqacPHocgtrVq8GzeFFYFDRHw7q14eRgj5Cnz6SOpaOtLVWe9PX0FJrW3PDl2Hk8nbQInw+cVHZU/piqzkufPX0SZcpVQL0GjWBhaQWf0mXRsnU77Nm1HSKRSOH5kp4yrxEnJiZi7cql6NK9D+rWbwxraxvY2NqjQqVqOZ7O36HMPPHyKY2BQ0fD06sULCytULpsBTRp3jpX5+vZ52SPMstJips3ruLOrRvo2qNvjqXrTyk7P9p17IbGzVrBzk52cXRuUYV52KOHD+DHj+9o2ry1zO+cPX0Cdeo3RMUq1WBhaYVKVaqjdt2G2Ldre85mRBrKzBMDQ0PUa9AEzq5uMC9ogRKeXqjXoAkePbwv83u5OTetjPEJADRp1hJu7oVhXrAgPAoXQYtW7fA05DESEsTXAVVpfKKM87/ExEQsX7UWvbp3QaP6dVHI2hp2tjaoUkk5D4Zm3ZHF8Ynq5AfLCPMkr9YbZeeJqpaTP2HVoT0+79+PsOBg/Hz1Ci9nzkRibCzMG8t/YFOB+vXxYX0QIi9dRtyHD/i8Zw8iL1+GVYeOuRzzP6OMewm8fUphyLAR8PLygYWlJcqULYdmzVvi8uWMyykRERFljIvEiUgpHjx4gMuXL0tumB41ahT27NmDDRs24NatW3B2dkadOnX+amecM2fO4MWLFzhz5gw2bNiAoKAgBAUFST7v3LkzPn78iLNnz2LPnj1YtWqVzE3M2XXz5k3cuXMHPXr0yDKsmpoaBg8ejDdv3uDmzZtZht+yZQtq1qyJkiVLynymqakJfX19Od8SL5S/ceMGDh48iCtXrkAkEqF+/fqIj49H+fLlsWjRIuTLl0+yE/qIESMk350/fz58fHxw+/Zt9O/fH/369ZNZ9J3e+PHjMX/+fNy4cQMaGhro3j11V44tW7Zg+vTpmD17Nm7evAlbW1sEBgZmmXZF+PwpFEJhBEp4pu6kqq9vABc3DzwJkb8re3x8PF48fyr1HTU1NRT39MrwO/IY5ssH60I2OHP6OGJjfyIxMRHHjgbDyNgETs45/7S41HinLhBTU1NDCU8vmYtoKZ6EPJLZZbakt48kfGr+pR5TX98Arm4eePL4keQY+gYGcEmzK3iJkt4QCAR4+iQEAHD96hUUtLDEjWtX0KtbB/Tq2h4Bi+bh2zfZnYOGDuiNrh1aYeK4kXj88MEf5sbvCfv8EZHCcBTzLCV5T0/fAM5uhfEsRH4cEuLj8fL5UxTzTF3orqamhmKePniWppzExcZiydzJ6N5vGIxNZHdajI//BS1N6cUkmtraiP/1Cy+fh/xt0v7Y50+hiBRGoPgf1J3iMnXHG08zqTsxMT+gp6eX4c2r504dg5a2DspVqPpnifkDKWU/ffrTlv30Mkp/CU9vSZ168ewpEhISpMIUsrFFgQLmePL4oeQ4mukWGGlraePXr194/vxpjqUxJyiy7gDAxbMn0LN9Awzv3wlbg1YgLjZW8tn929chShIhIvwLhvbtgH5dmmHhLD98/fI5h1Mpn7LaXHlifvyAgYFq3hSf0pbI9sOFM8wncd4+kduWZPQdAPgR8z3TtgQAYn58h4Gh8vIqPj4ez+WUG89Myk1IyCOZxd8lvX0QEvI427+bkPzgpLQ30GtpaUIgEOBRLvW1mfmv9znyhEnyJLWtTMmTpxm0r/HJ7WtxmfbVO8N8jI39iTMnjsC8oCXM8ptLfbYmcCG6tWuEMUN749Txw0q5mTetsM/iPCmWLk+csygnL+WWEx+pchIXG4vFcyejZ7+hMJEzXksvIvwrrl4+h8JFS/xFiv6OuD15Bk/P1PNGcXtSMsP2QdyeSJ9nemXRnsT8+AGBQAADg9TzUKFQiIAlizB8+Ghoayvv4QHKHK+lWBW4GJ3aNsXIIf1w8vhRmXpy6vhRfP70EW075P5ue8osIwCwa9cOtGvTAoMG9MOe3Tuz9dC8nJbS73rKGa+FZNLvlkjX73p5l5KE/53x2p5d29GhTTMMHtAHe3fvyDQPjh87AmvrQihSNOd2/lXlOQIAuHfnNi5dPI8+voMyTMPPnz/Rs0s7dO/cFtOn+OHtm9fZz4A/FB8fj+fPnkk96FBcdzwR8jiDuvP4MUqmezCit7d3huHj4+Nx9OhR6Ovrw8FRfJN3vnz5UKhQIZw6dQqxsbFITEzE0SNHYGxsDGdn5xxJ29/IzXG9vONoaGhIPUQwZY75sZybjBQlL8wT3LtzC5cvnkMf38F/n+C/FB+fgKcvXsOneBHJe2pqavApXhgPnzz/q2O/D/2EJj0GoVW/4Zi8MBCfvnzN+ksq4uvnD4iK/AqPEmUk7+npG8LRpShePvm7BxAlJSVh7eIJqNO0M6xtnf42qrkiPj4BT168hHeJ1P5PTU0N3iWK4dGTZ5l8898hPj4eT5+/gJdnccl7ampq8PIsgUch8q/PPAp5IhUeAHy8SuJxBuGFwkhcvX4T9WrXlHl/YcByjB4+BNrasg86yk2qMK5PcebUcWhpa2e6s9PJ40dQ3NML5gUtMgyTk1LLSer5p7icFM+inEifr5by8sSjkNQ+o7CHOy5fu46vX8MhEolw5959vP/4ET4lPaW+d+rseTRv3xk9+w/CmqBNiI2Ny7nE0R9R5Xnp+Ph4metdWlpaCP/6BWFhuTNvn5YyrxG/eP4U4eFfIVBTw7CBvdC9YwtMmThaandUZVBmnsgT8+NHrs7Xs8/JHmWXk0hhBAKXzMOQEeOgra3zZ4nIQcrOD1Wg7Lrz7u1r7Ny6CUOGj4FAzgYD8fHx0NRMf86shWdPQyQLhXOasvMkrYjwr7hy+QKKFpMe/+Xm3LSqjE++fYvGuTOn4O5RBBoaGpK4qcL4RFnnf8+ev8DX8HAIBGroO2go2nTqhnGTpkjtRp6bWHdkqVKeqML4RJXyg2VEFvNElirUG0C18kRVysnvEmhowMDdHVFXr6W+KRIh6to1GBaXf/1WoKmJpF/Sc2VJsXEw9FTefSTZpex7CdKHMVTR+x6JiIhUHReJE1GuOXToEAwMDKCjo4NixYohLCwMI0eOxI8fPxAYGIi5c+eiXr16KFy4MFavXg1dXV2sXbv2j3/PxMQES5cuhbu7Oxo2bIgGDRrg1Cnx0zZDQkJw8uRJrF69GmXKlIGXlxfWrFmDnz9//tFvrV27Fh4eHihfvny2wru7uwMQ78qdlWfPnknCZ9ezZ89w8OBBrFmzBpUqVUKJEiWwZcsWfPjwAfv374eWlhaMjIwgEAgkO6Gn3QG9fv366N+/P5ydnTF69Gjkz58fZ87I36kjxfTp01GlShUULlwYY8aMweXLlxGbvHgvICAAPXr0QLdu3eDq6oqJEyeiWLHMb3SOi4tDdHS01OtX3N/fbBIpFD94wCjdTqrGxiaSz9L7Fh2FpKQkGBln/zvyCAQC+E+fj1cvnqF9ywZo3bQ2Du7fhYlTZivkgnd0cryN5aRVmMEDGCKFETCWk05hcjqFQqH4PXnHTP5MKIyAkZGx1Ofq6uowNMwnya9Pn0LxJewzLl04jyHDR2PQsFF48fwZZk+fLPmOiakZ+g0YgtHj/TF6vD/yFzDH+DHD8CIXFsVKykm6vDAyNkFkpPy8E+d3IoyMTdN9xxSRwnDJ/zesWQJXj6IoVbaS3OOU8CqDJyEPcOncCSQlJiLi6xfs2RaUHK9wud/JDSl5kn6nNqMs606iTJnK7DvRUZHYtW0jatZtlGFcTh0/jEpVauTqIqTU9MumRZhF2yH3OxGpdUpDQ1OqDU75nZQ6VdLbB08eP8T5s6eQmJiI8K9fsGPrRvH3I5RXJuRRZN2pULUWBgz3w8QZS9C0VSdcOHMMAfOnSD7//OkjkkRJ2L9rE7r0GoShY6fi+7doTPcbKlkQq0jKanPTC/34AYeD96Nu/YZ/lA5FS+2Hpf/extmpS8ay38m8LdmEWpm0JSGPHuDShTOonUkYRUspN+l3eBeXG/l/40ihEMbGxjLhf2dM4ubuAR0dHQStW4PY2FjExv7EujWrkJSUhIjfOI6i/Nf7HHmEye2hbJ9immWeyI5hZb/zz6F96NiiDjq2qIPbN69i4vQFUg8RaNOxB4aNmQy/afNRpnwVrFm+EEeC9+RE0v5YSh8h246aZtjnfMuwzzGR6nOC1gTALZPxWopFc/zRoUVN9OnSDLp6+ug7aPSfJCVHREdH/3Y/JBQK5eSfcYZl6tevX1i/fg0qV6kKPT3xRTuRSIRFC+aiXv0GcHHN+Qdf/Q5ljtcA8S4+I8dMwuTpc1GuQmWsXLYIhw/uk3z+8cN7bAxagyEjxkFdXf3PE/qHlFVGAKBR4yYYNXocZsyai7r1GmDnzu1Yt3b1X6bo92U2XovMtN+VzYOsx2vGUuWuYeNmGDl6PKbNmo+69Rpi185tCFq7Su5v/vr1C+fOnJbaZSAnqPIcQXR0FBYvnIPBQ0dJlZ20rAvZYODQkRg3cSqGjRwLUVISRg8fhK9fv2Qj9X8upe7IjNdMTBCRwZhcKBTK5omJ7Bj+6tWraN6sGZo2aYL9+/dj+vTpMDIyAiCeQ5oxYwZevHiBFs2bo0njxti3bx+mTp0KQyU+5ChFbo3r5SlWoiQihRHYv2c74uPj8f3bN2wKEtenjH5bEVR9niA6OgpLFs7BoEzqVW6K+vYNiUlJMDXOJ/W+qbERwiOj/vi4hV2dMG5gb8z3G4ERvbsgNOwLfMdPR8wfzvPntqhI8d8rn5F0vTA0NkOU8O8Wu/+zLwjq6hqo0aDdXx0nN0Ult7mmxkZS75sYGyFCGKmcSOWiqOhv4j4n3Tm/ibFRhvNAQmGkzByBibERIiLlhz9+6jT0dHVRsXw5yXsikQhzFy1Bw3p14Oai/AeRKHtcn9bJY0dRuWrGcwIR4V9x68Y11KrTIOuE5ZDUcpK+nhhDmEE9EQojZcqVsbGxVDkZ0LcX7GwKoW3XnqjbtBXGTpyCgX17o3jR1Id7VK9aGWOGD8G8GVPRrlULnDxzDrPmL8yxtNGfUeV56ZLePrhy+SLu3rmFpKQkfHj/Dgf27Rb/hhKubSjzGvHnT6EAgB1bNqBV244YP2kGDAwM4Dd2iNwHaOcWZeZJeqEfP+BI8D7Urpd78/Xsc7JHmeVEJBJhycLZqFO/MZxd3LL+Qi5QpXqjLMqsO/HxvzB/9jR06dEHBcwLyv2tkl6lcPLYETx/9hQikQjPnz7BieNHkJCQgOjoPz//zIwqtCfzZ09F62b10L1Ta+jp6cF3cOpGIbk9N63s8cmGdavQulkDdGzTDF+/fMa4ian3FKjK+ERZ53+hn8QL4Tdt3Y4ObVph6qTxMDDQx4hxExD97dufJ+gPse7IUoU8SaEK4xNVyA+WEeZJXqs3gGrkiaqVk9+lYWwMgYYGfqUbu8RHREDTTP5GA5H/+x+s2neAjo0NIBDAqExpmFavBq38+XMjyn9FmfcSpPXx4wcEBx9A3fq5f+5LRET0b5DxlmpERDmsWrVqCAwMxI8fP7Bw4UJoaGigRYsWuHfvHuLj41GhQgVJWE1NTZQuXRqPM9hhJzuKFCkidQJpaWmJ+/fFu8k8efIEGhoa8PJKfcKos7OzzA2f2fHz509s3boVfn5+2f5Oym5iAoEg22F/x+PHj6GhoYEyZVJ3IDEzM4Obm1u28rR48dQnj6YsJM9ql/W037G0tAQAhIWFwdbWFk+ePEH//v2lwpcuXRqnT5/O8HgzZ87E5MmTpd7rP3AYfAcNzzL+aZ07cwIrli6Q/H+8/8zf+n5OEolEWLV8EYyMTTB9zmJoaWnj5LHDmDF5HOYsWgFT06x3Kfy3EIlEiI+Px5Dho2FdyAYAMHDIcAwb1A/v379DoUI2klcKj8JF8Cn0Iw7u24OhI8fmaHwunDmO1cvmSv4/ZtKcHD1+ihtXL+Lh3VuYvWRdhmFKeJVGx279sXrZPCydPw2amppo3rYLQh7ehUCQe8/3OX/mBFYunS/5/zj/WQr/zZiYH5jhPwY2tnZo06Gb3DBPHj/A+3dvMGj4eIXG5dyZkwgMSG07JkxWXttR0qsUunTvgxVLF2HRvJnQ1NRC63Yd8ejhfajlYpmQJ7fqDgDUrNtE8m9beyeYmJph6vjB+BT6ARaW1hCJREhMSEDX3kNQwqs0AGDwKH/07tQED+7dgqd3mYwO/a8R/vUL/P3GoHzFyqhdVzUmS8+la0vG51JbMt1/bHJb0lVumDevX2LW1PFo3b4LPL1KKTxOqsbIyBijx/khcOkSBB/cD4FAgMpVqsHJ2QVq2Rif5rT/ep8jz/kzx7EqTZ6M9Z+t0N+rVK0WSpT0gVAYjoN7tmPBzEmYNm8ZtLTEFy9btUt9erOjkyviYmNxcM82NGjcUqHxSuvCmeNYuWye5P9jJykmT65fvYgHd29hzpKsH1jWpddAtGrXDR8/vsPWDSuxYc1S9Or/e+creUVCQgJmzZwGiADfAam7/AYf3I+fP3+iVeu2uR4nVRqvAUCb9p0k/3Z0ckFsbCz27dmBhk2aIzExEQvmTEe7Dl0k5z//NhmVEQBo1jy1rXBwcISGpgaWBSxG127dZXb1+bdqKicPlgcsQuduPWTy4Mrli/j5MwbVa9bO7WgqzbIlC1C5anUUKVY8wzDuHkXg7lFE6v++fbrh2JFD6NBZfl+u6kqUKIGly5YhOioK//zzD2bOnImFixbB2NgYIpEIy5cvh7GREebMnQttbW0c++cf+Pv7Y/GSJTA1Nc36B3KQMsb1GbG1c8DAYWMRtHoZNgetgpqaOho0bg5jY5NszbX+KVXqd7IzT7B8yfzkeqX6O1T8jXJeqelztrdFYVcntOwzDKcvXUPDmhnv1qIs/zt3BJtXTpf8f+D4JQr5nTcvHuHU4W3wm7dVofWC8p5jJ0+hetXK0NJKHX/sDz6MmJ8/0bZVC6XESZXa17RCHj/E+3dvMGRExtciTp88Dn0DA5QpVyHDMHnF/uDDePzkKab6jUNB8wK49+ARAlasgpmZKbyTdztqWDd1fOpobwdTUxOMHD8JH0NDYZV8XZD+mzKal65dtwE+hX7ENP/xSEhIgJ6ePho1aY5tWzbkyvUu1bpGnAQAaNmmA8pVEI9RBg4djZ6dW+PyxbOoU69xrsRDlfIkrfCvXzBl4iiUr1gFtesq7gG47HOyR5XKyeHgvfj5MwbNW7VXWhxUKT+URZXqzqb1a1DIxg5Vq9fKMEzrdp0QKYzA6GG+EIlEMDYxQbUadbBv9/YcuwamSnmSonsvX7Rp3wUfP7zDpqA1WLd6Ofr6DvlPzE2n16xFG9SsXQ9fwj5j+9ZNWDR/Nvz8p0MgECh9fJKb5J3/pYxJ2rdpiUoVxBvhjBgyCO279MD5i5fRsF4dhcaJdUeWKuYJoLzxiSrmB8uILOaJfMoc16tinii7nCjDq3nz4TRhPEru3gWIRIj98AFhB4Nh3lh5m5eoiszuJUjx9etXTPIbj4oVK6Nu3fq5HEMiIqJ/By4SJ6Jco6+vD2dn8S4E69atQ4kSJbB27VqUKqWYhTlpd74DxIudk5KScvx3du/ejZiYGHTu3Dnb30lZqO3g4JBlWFdXV4SEhPxx/P7En+Rd2u+k3Hj2N/k9duxYDBs2TOq9l+9+/6mtpctUgKtbYcn/4+N/AQCihEKpRdmRkUI4OMrfJcMwnxHU1NQQle7pq5GRQpkdLjNz/+4t3Lz+P2zacVDyJDQnZ1fcvXMTZ04eQ4vWOXtxM19yvCOFsvE2yeBmYmMTU0TKSadJcjpTHqQQKTf/nJLDmCIqKlLqGImJifj2LVqSXyamplBXV5ea6ClkYwcA+Br2WWpxeFoubu54/PB+pun+Ez5lKsJFXjmJFMLENPVJflGRQtg7yC8n4vxWR1S6nSujIiNgbCLOqwd3b+Lzpw/o1kZ6R7j5MyfAo3BxTJq1FADQsFlbNGjaBsKIcBgYGCIsLBTbNqyEuYXV3yc2m0qVqQAXNw/J/+OTd2KOFEbAJM3fPipSCPtM6466TJmKklN3fsbEYJrfSOjo6mHUhGnQ0JA/TD157DAcHJ3hpOCnxZcuUx6uUukXl4n0ZT8qG21H+joYlaYOmpiYICEhHt+/f5d6ymakUCj14JImzVuhcbOWEEaEQ9/AEGGfP2FT0BoUVPLNd7lVd+RxTv7dTx/fw8LSWhK2kK196rGNTJAvnxHCv3z+vYT9AWW1uSnCw79iwpjh4sUyg6T7T2US98OybUmUMOK3++H0OwPL64d/xsRgqt8o6OrqYvSEqXLbkndvX8N//HDUqtsIrdpmf/ymCCnlJv0TdcXlRv7Di4xNTBAZGSkT/nfGJADg5eWD1es2IioqCurq6jAwMECnDq1hYVH1t46TE/7rfY48pdK1rwmSPEnfvkZkmSeyY9gImTzR1zeAvr4BLK1t4OJWBF3bNMC1yxdQsWpNucd2cSuM3ds3ID7+V64t8PQpU1HS9gNp8iRdnxMZGQF7Bxe5xzDMsM8Rphmv3cLnTx/QtY30Rad5M/3gUbg4Js8KkLxnYmIGExMzWNvYwcAgHyaO9kXLtl2k4pNb8uXL99v9kImJiZx+KFKmfKRcsAsLC8OMmXOknup87+4dhIQ8RrMm0g8nGTLYF1WrVcew4aP+JlmZUrXxWnqubh7YuW0T4uN/IS7uF54/e4KXL55hVaB4MZhIJIJIJELzhjXhP20Oint6ZXisnKCsMiKPm5s7EhMT8flzxud+ipDZeM04035XNg+yHq9FwjHdeC0tNzePDPPgxLGjKFW67B89yDAzqjxHcP/ubVz732Xs37NTEiYpKQnNGtaC76BhcndV19DQgKOTM0JDP2Qn+X8spe7IjNeEQphm8DcyMTGRzWc5bYaOjg6srKxgZWUFdw8P9OzRA8eOHUObNm1w984dXLt2DTt37oSevrhOOQ8YgNu3b+PkyZNo3bp1DqYya7k9rs9K5ao1UblqTUQKI6CtowOBQIDg/btgocB5E1Xrd7KaJ7iXQb1q3rAm+g8aLrdeKZKRoSHU1dQQESm9U2ZEZBTM0u2G+zcM9fVhY2mB958UPw/wJzxLV4Gja1HJ/1PqUnRUBIxNC0je/xYZDhuHPz8PefboNr5FRWB079QxbVJSInZuWIiTh7Zi1srDf3xsRTJKbnMj0u0uL4yMgqmJsXIilYuM8hmK+5x05/zCyKgMxwUmJsYycwTCyCiYGsuGv//gId69/4Dxo0ZIvX/n3j08DnmC+s1aSb3vO2QEalStglHDBv9+Yn6DqrWvKU4cOwIHR2c4u7jK/U2RSIRTJ46iavVaMtfUFCm1nKSvJ5EwyaCemJgYy5SryMhISTmJi4vDuo1b4D9+NMqW8gEAODrY48WrV9i194BkkXh67m7ivPnw8RMXiSuRKs9LCwQCdOneGx279ECkMAL5jIxx784tAIBFLpQZVbpGbCLn+oWmphYKWljiSxYPas9JqpQnKSLCv8Jv7DC4exRBv4GKffgi+5zsUaVycv/ubTwNeYTWTaUfpDdiSB9UrlYTg4fl7IPl5VGl/FAWVao79+7dxtvXr9C84Tmp43Ru2xSt2nZEu45doa2tjYFDR6HfwGGS/u34P4egq6uHfEbGf54RaahSnqQwMTWFiakpCtnYwsAwH8aNHIzW7TpBS0s71+emlT0+yWdkhHxGRrAuZINCtnbo0bktnoQ8grtHEaWPT1Io6/wv5cGTdjapc9JampqwtCiIsC9f/iAlv4d1R5Yq5gmgvPGJKuYHywjzRNXrDaCaeaLscvK3EiIjIUpIgFa6sYumqSniw+Xfx54QGYknI0ZCoKUFTSMj/PryBXYDByDuw8fciPJfUfa9BOHh4Rg3ZiTcPQpjwKAhf5cYIiKi/7B/1+PviCjPUFNTw7hx4zBhwgQ4OTlBS0sLly5dknweHx+P69evo3Dhwpkc5c+5ubkhISEBt2/flrz3/PlzmRs+s2Pt2rVo3LgxChQokHVgiG/GW7JkCRwcHFCyZMksw7dv3x4nT56UimuK+Ph4/PjxQ+Z9Dw8PJCQk4OrVq5L3wsPD8eTJE0meamlpITExMVtx/ltubm64fv261Hvp/5+etrY28uXLJ/XS0tb+7d/W1dODpZW15GVjaw8TE1Pcu3tLEiYm5geePXkMN/cico+hqakJJ2dXyYUBQPx3vH/nVobfkScuLg4AZJ4+KxCoSZ7WmpMk8b6bWnaSkpJw785tuLnLr1tu7oWl0gkAd27flIQvaGEpN/+ePnkMN4/CkmP8+P4dz589lYS5d/c2RCIRXN3cAQAehYsiMTERoaGpEyAfP7wHABQwL5hhml69eC61WCyn6OrpwcKqkORVyNYBxiZmuH/nhiRMTMwPPH/yCC7uReUeQ0NTE47Orrh/96bkvaSkJDy4exMuyeWkaauOmBOwAbOXrJe8AKBLz4HoN2Sc1PEEAgFMzfJDS1sbl8+dhFkBczg6yZ9EVARx3SkkednY2sPYxBT3/6Du3L8jnSf37tyCa5rvxMT8wBS/4dDQ1MTYiTMku5am9/NnDC5fPIPqtRW/Q3J22460ZT+91Doo3Xbcu3NLUqecXFyhoaEhVe8+vH+LL1/C4OYhna8pZUJbWxsXzp1G/gLmcHSSvwgut+RW3ZHn9ctnACBpE9wKFwMAfHz/VhLm+7doREdHIb+5xZ8nMpuU1eYC4l02JoweBicXVwwaOhJqaqpzmpdRWyLbDz/KMJ/Eeesm0w/fu3NT6jsxMT8w2W8ENDQ1MmxL3r55hYljh6JajTro0KVnDqb0z2hqasJZTrm5m0m5cXcvjLt3pMeFd27fgru7h9zwWTEyMoKBgQHu3rmNqMhIlC5b7o+O8zf+632OPOnzpJAkT1LTl5Inrhm0r5op7Wu6PMl6DCuCCCLJghV5Xr98BgMDw1zdATijPHlwRzpPnmdRTuT1Offv3pSUk6atOmBeQBDmLlkneQFA154D0X9IxjcdpoznM8s3RRK3Jy64e/eO5D1xe3Inw/bB3b0w7qRrT26na09SLth9/PgB02fMQr58+aTC9+7riyVLAyUv/ynTAACjx4xH5y6K3dlXFcdrab16+VxST/T09LB4+VosXLpa8qpTvxGsC9lg4dLVcP3DNvx3KKuMyPPy5QuoqanBOIduysyulH73rszf+zbcM+l378n0uzcl4VPGa3fT9OVZlTsg4zz49CkU9+/dQS0FLN5U5TmC2fMDsGjpKsmrXceu0NXVw6Klq1C2XEW5cUtMTMSb168kN4oqiqamJpxdXHD3zh3Je0lJSbhz5w7cPTKoOx4euJMmPADcvn07w/Bpj5vSj0jmkNTSzyEJIFLAQzCzkpvj+t9hbGIKXV09XDp/BpqaWihR0vuPjpMdqtjvZDZPMHv+Uql+J6VeLVy6OsN6pUiamhpwdbLHzXsPJe8lJSXh5r1HKOIm/6a0PxHzMxYfPofBTEUXFOvo6sPc0lbysrJxhJFxfoTcuyYJ8zPmO14+ewBHt+J//DtlqzbApAU7MHH+NsnL2LQA6jTpjCETl+VEUhRCU1MDbk6OuHUv9SGh4nLyAIXdlDsHlhs0NTXh6uyE23fvSd5LSkrC7bv3UNhd/kMDCru74fade1Lv3bp9Bx5ywh89cRIuzk5wcpR+eLFv715YsWSh5DXd3w8AMGH0CHTr3OFvk5UlVWxff/78iUsXzqJmnYzHZA/u30Xoxw+oWTt3d7VJKSe3ZMrJ/d8qJzdv30Vhd/H1hoTERCQkJMjsrKmmlvm1qxcvXwEAzDJ44BLljrwwL62urg6z/AWgqamJ8+fOwM2jMIxy4XxQla4RO7m4QlNTU+r6RUJCAsLCPsM8k+uiOU2V8gRILkNjhsLJ2RUDhoxW+LUN9jnZo0rlpGefgVgQsEby8ps8CwAwYsxEdOicO9d4VCk/lEWV6s7o8f5S57q+g8QPl5gxdzHqNWwi9ZsaGhrIn78A1NXVcfHcGfiULptj7Ywq5Yk8KXNH8fHxSpmbVub4JL20eZGWssYnKZR1/ufi7ARNTU28+5D64M2EhAR8CgtDQfPs3ff4N1h3ZKlinihzfKKK+ZEWy4gs5omYssf1qpgnaSl7bPInRAkJ+B4SAqPSaTbBEwhgVKoUvqWZv5b73V+/8OvLFwjU1WFavToizp3LNLwqUOa9BF+/fsXY0SPg7OKCIUOHq9R9j0RERHkNdxInIqVp1aoVRo4cicDAQPTr1w8jR46EqakpbG1tMWfOHMTExKBHjx4K+W13d3fUrFkTvXv3RmBgIDQ1NTF8+HDo6upKdsHOjufPn+P8+fM4cuRIhmHCw8Px6dMnxMTE4MGDB1i0aBGuXbuGw4cPQ11dPcvfGDJkCA4fPowaNWpg6tSpqFixIgwNDXHjxg3Mnj0ba9euhaenp9R3XFxc0KRJE/Tq1QsrV66EoaEhxowZA2trazRpIr4wYm9vj+/fv+PUqVMoUaIE9PT0oKenl+20/46BAweiV69e8PHxQfny5bFjxw7cu3cPjo6OCvm9zAgEAjRs0hK7tm+CpZU1ClpYYuumdTA1zY8yaW6QnDhuGMqWq4T6jZoBABo3a4UlC2bBycUVLq4eOHRgN2JjY1GjVl3Jd4QREYgURkh2sXrz+iV0dfWQ39wchob54OZeBPoGBliyYCZat+sMLW1tnPjnMMI+h8K7VFmFpLdJs5ZYvGA2nF1c4eLqjuADexAbF4uateoAABbOmwUzs/zo3E18EbVRk+YYP3oo9u/dCZ9SZXHh3Bm8ePYUvgOHSfKvUdPm2Ll9CyytCqFgQQts3bQepmb5JTeY2tjawcu7FJYtmY9+A4YiMSEBq5YvQaXK1WBmJt5VsYSnF5ycXRCwcC569umPpCQRVi5fAs+S3pLdxQ/u34OCBS1ga2ePX79+4cSxI7h/7w78p81WSF6lJRAIUL9JK+zbsQGW1jYwL2iJHZvXwMTUDKXKVZKEmzpuMEqVq4y6jVoAABo0bYvlC6fDycUdTq4eOHJgJ+Jif6JqTfECM2MTM7k7I+cvUFBql/CDe7bC07sMBAIBrl0+j/27N2Po6ClQy0aboSjiutMKu7dvhKVVIZhbWGDbpnUwMTVD6TR1x3/cUJQuVwn1GzUHADRq1hoBC2bCycUdLq7uOHRgN+Jif6J6LfGkaEzMD0yZMAJxcbEYPGICYmJ+ICZG/PCLfEbGUu3kpfNnkJSYiCrVauViysXEZb8Fdm3fDCsra5gXtJSU/bRth9/Y4ShbviIaJLcdTZq1wuIFs+Ds4iZVB1PaDn19A9SsXQ/rVy+HoaEhdPX0sXrFErh5FJa6QLpv93aU9C4NNTUBrly6iL27tmHEmIlS+fPu7WvExyfg+7do/Pz5Ey9fPAcAODrl3M3WWVFU3fkU+gGXzp5AyVJlYWBohLevX2Dj6iXwKOoJu+Qdyq2sbeFTthKCVi1G74GjoKurj20bVsC6kC2KFM+dJ4wqo80N//oF48cMRwHzgujWow+io1J3EUr7JM+3b18jIT4B3759w8+fMUopHylpatikJXZv3yROk4Ultm1aC1PT/FJtyaRxw1CmXMU0bUkrBCyYmVyXPBB8YDfiYmOl2pLJE0bgV1wchowYL7ctefP6JSaNG4aSXqXQqGkrCCPET3ZVU1fP1Yv+6TVt1gILF8yBs4srXF3dcODAPqlys2DebJiZ5UeXbuJxceMmzTB29HDs27sLPqXK4MK5s3j+7CkGDBwiOea3b9H4EhaGiOQ0fngvfhCLiYmppFycPP4PCtnawsjIGCGPH2H1yuVo0rR5ru7ompH/ep8jj0AgQIMmrbBHkieW2L5prZw8GYIy5SqhXnL72qhZayxdMBNOLm5wdvXA4QO7EBf7E9VqiS88fg79iEsXTqNEyVLIZ2SM8K9h2L9rC7S0tOGVPD69cfUSIiOFcHUrDE0tLdy7fQN7d25G4+Ztcz8j0hDnSWvs2bEBFtaFMuxzJo8bjNLlKkvypGHTNli2cAacXNyl86SmOE9SdgdPL38BcxRMHq/dun4FUZERcHLxgI6uLt69fYVN65bDrXAxmBdU3u5p4vZkLlxcXODq6o4DB/ZKtSfz582BmZkZukrak6YYM3oE9u7djVKlSuO8pD0R7xSYkJCAmTOm4sXzZ5joPxVJiUkQRoh3fzUwNISmpibMzc2l4qCrqwsAsLS0Qv78ir+hKC1ljteuXb2MKKEQru6FoaWlhTu3b2D3jq1o2kK806+amhrs7KVvxjIyMoamlpbM+4qkjDLy+PEjPH0SgmLFS0BPVw+PQx5hzaoVqFqtOgwMDXMt7SmaNGuBRQvmwNnFDa6ubjiYnAcpf++F82bB1Cw/uqQZr40bPQz79u5CqVJlcP7cGTx/9hS+A4cCEJe7xsnjNSsraxQsaIEtm4JgamaGsuUqAABCHj/CkyePUby4J3R1dRES8hhrVwWiSrUaMnlw8vg/MDE1hZdPKSiCqs4R2NjaScXz+bMnUFMTSNWP7Vs3ws29MCwtrfDjx3fs27MTX8I+o1Zdxd8k36xZMyyYP19cd9zccGD/fsTFxaFWLfE4Yd68eTAzM0O3buKHYzRp0gSjR43C3j17UKp0aZw7dw7Pnj3DwEGDAACxsbHYvn07ypYpAxNTU0RHR+NQcDDCw8NRqZK4D3P38ICBgQHmz5+P9u3bQ0tLC8f++QefP39GqdKlFZ7mrChqXA8AwojwdPNrr6Crq4v85gVhaCi+eeRI8F64eRSFrq4u7t6+gQ3rVqBT197QN8i9dkXV5wnk1StBunqV29o2qovpAavh7uwADxdH7Aw+jp9xcWhQvTIAYOrilShgZoK+HcX9Z3x8Al6/F5eD+IQEfIkQ4tmrN9DV0UEhS/FiqqVB21ChVElYFDDD14hIrN2+F+pqaqhZUTFzrTlNIBCgRsP2OLx7DcwtbZG/oBUObAuEsWkBlCxdVRJu/qQ+KFmmGqrXF4/BY3/GIOzTO8nnX8M+4O2rJ9A3yAezApYwMDSGgaGx1G+pq2vAyNgMFtb2uZCyP9eqSQPMXLwcbs5O8HBxwu7gI4iNjUO9mlUBADMWLkV+M1P07tweQHI5eSc+502IT8DXcCGevXwNXV0dFLIUPzQw5mcsPoR+kvzGp89hePbyNfIZGqBggfy5m8AstGjaBHMWLoarizPcXF2w70AwYmNjUadmDQDA7PmLkN/MDD26dgIANGvcCMPHjMeuvftRppQPzp6/gKfPX2DIgP5Sx/0RE4MLFy+jdw/ZBzmZp1sIoKurAwCwtLRAgfy5nz/Kbl8B4GI25gROHjsCVzcPpbSrLZo2xpyFS+Dm4gQ3VxfsPXAIsbGxqJtcTmbNX4z8ZqbomVxOmjduiGFjJmDX3gMoU8obZ85fxNPnLzB0QD8AgL6eHooXLYJV6zZAS0sbBc0L4N6Dhzhx+iz69hSXmY+hoTh99gJKl/JGPkNDvHz9GoGr16F40cJwdLDP9TzISer6etB3tpX8X8+hEPKVcMeviCjEvgtVYsyyT1XnpaOjonDp4nkUK14Cv379wqkT/+DyxXOYPnthbmaPhDKvEevp6aNO/cbYviUI+QuYo4B5QezfswMAUL5i1dzLhHSUmSfhX7/Ab+xQFChQEF179M3w2oai088+J2vKLCfpHy6fMvdoYWGd63OPKZSZHwDwJewzvn/7hi9fPiMpKQmvkq/3WVhZS/InN/JAWXXH0tJaKi7R0eK2o5CNnWQ3yw/v3+HZ0xC4unng+/dvOLhvN96+eY1Bw8f8K/PkxvX/IUoohLOru/h6xZvXCFq7Eh6Fi6JgQfE5kTLmppUxPnkS8hjPnz2BR+GiMDAwxKfQj9iyaT0sLK3gnrwgTpXGJ8o4/9PX00PDenWwcct2FMifHwXNzbFz7z4AQOWKFRScYlmsO6qVJylUaXzCMsI8UfU8SaFK9QZgOckpH7dshYv/JHx/9BjfHz6EZft2UNfVRVhwMADAebI/foV9wdtl4gezGhQpAi1zc/x4+hRaBQrApndvCARq+LBxozKTkW3KuJfg69evGDtmBMzNC6J7j95KmRsgIiL6N+EicSJSGg0NDQwYMABz5szBq1evkJSUhE6dOuHbt2/w8fHBsWPHYGKiuKfPb9y4ET169EDlypVhYWGBmTNn4uHDh9DR0cn2MdatW4dChQqhdu3aGYapWbMmAEBPTw92dnaoVq0aVq1aBWfn7C3K0tbWxokTJ7Bw4UKsXLkSI0aMgJ6eHjw8PDBo0CAULSp/58D169dj8ODBaNiwIX79+oXKlSvjyJEj0NTUBACUL18effv2RZs2bRAeHo5JkybB398/22n/HR06dMDLly8xYsQIxMbGonXr1ujatSuuXbuW9ZcVoFnLtoiN/YnAgPn48eM7PAoXg9/U2dDSSt0J8VPoR8kFJQCoWLk6oqOisH1zEITCCDg4OmHilNkwTrNj1bGjB7Fj6wbJ/8ePFp/sDhwyGtVr1UU+IyNMnDIHWzauwcRxw5GYkAAbO3uM8ZsGB0fFLNKrVKUaoqOjsHVTEIRCIRwcnTBpyixJvL9+CYOaWuqDETwKF8HwUeOxeeM6bApaBytra4z1myI1AdO8ZVvExsZiecAC/Pj+HR5FimHSlJlS+Tds1DisWh4Av3EjoCZQQ7kKldCr7wDJ52pqahg/aRpWBy7F2FFDoaOjAy/v0ujeq68kTEJ8PNatWYGI8K/Q1taGnYMjJk+fg+IlSiokr9Jr3KID4mJjsSpgDmJ+fIdb4WIYO2W+1I6jnz99wLfoSMn/y1eugeioSOzcvAaRwgjYOzpj7JT5UuUkO+7c/B/27dyI+PhfsHNwxsgJM1HSJ/d3dk2vact2iI39iRUB8/Djx3e4Fy4Gv6lzpfLkU+hHfEtTdypUro6oqEhs37wOkcIIODg6Y8KUuZI8efn8KZ49eQQA8O3ZXur3Atdtl1podfr4YZQpXzlXb/pOq5mcsj9xyizZtiPNZFXFKtUQFR2JbZvWp6mD0m1H996+EAjUMHu6P+Lj41HS2wd9+g+R+u1bN65h144tSIiPh72DE8b6TYV3qTJSYaZMHIsvYZ8l/x82sDcAYP+R0zmZDVlSRN3R0NDA/bs3cOTgTsTFxsIsvzlKl6+K5m27SP2277AJ2Lh6CWb7j4RATQ0eRT0xdvJ8aGjkzmmPMtrcO7dvIvTjB4R+/IDunaUXbB44ckry76kTxyEsTfkYOrCPTJjc0qxlO8TFxkraEnE/PCddW/JBTj8ciW2b10vaEr8pc9K1JY8BAP17Su9ytWLdNpgXtMSVS+cQHRWJc2dO4NyZE5LPC5gXxMr1OxSZ5ExVqlIVUdGR2LJpA4RCIRwdnTB5ygzJOPjLlzAI0pWbEaPGYvPGIGwMWg8ra2uM9/OXKjdX/3cFixfOk/x/zuzpAIB27TuhfcfOAID3H95jw4Z1+P7tG8zNC6J1m/Zo0qxFbiQ5W/7rfY48TVu2R1xsLFamyZMJU+dJt6/pxrAVktvXlDyxd3TG+CnzJHmiqaWFxw/v4vCBXfjx/RuMjE3gUbQEps9bDiNjcRlUV9fAP4f2IWh1ACACLCyt0aWXL2rWaZS7GSBHkxbtERv7EysD5iImOU/GT0mXJ5/SlxNxnuzYvFZunmSHlrY2Th47hKA1SxEf/wv585ujdPkqaNZS8bvsZaZylaqIio7C5k0bk9sTR0yZMl2qPUnfD40cNRabJO2JFcb7+cM+uT0JD/+Kq/+7AgAYlLx4IMWMWXNRvHiJXEpZ9ilrvKahroEjhw5g7erlgEgECytrdO/VD7XqNsiVdGeXMsqIeCeWs9i6ZRPi4+NRsKAFmjRtjmbNldPnVKpSDVFpxmuOjk7wnzIzXb+b+nRy8XhtHLZsXC8Zr43zm5xuvNYGsbGxWBawED++f0fhIkXhn6bcaWpq4sK5M9i+ZaMkDxo3bY6mzVtKxS0pKQmnTx5HjZp1svVQwT9NvyrOEWTH9+/fsWzxfAiFQhgYGsDJ2RWz5y+Bra3932VKNlSpUgXRUVHYtHkzhBERcHRywpSpU1PLTViY1M6bhQsXxqjRo7FxwwYEBQXB2toafn5+sLcXx1VNTQ3v373D9JMnERUVhXz58sHV1RVz586FnZ14Ya+RkRGmTJ2KjRs2YOyYMUhISICdnR38Jk5UykMX5VHEuB4Qz6/tTDO/NmG0eHH9gCGjJYvJnz0NwfYtQYj9+RPWNrboO2A4qlbPeH5WUVR9nkDV1KhYFpHR37Bm215EREbB2cEW8/1GwtTYCADw+Wu4VBv0VShEt+F+kv9vO3AU2w4chWcRdyydOg4A8CU8Av4LliP623cY5zNEcQ9XrJw1ESZGsrtRqKq6zbrgV9xPbFoxDTE/vsHFwxOD/ZZCM01d+vLpPb6nmUd58+IR5k3sLfn/zvULAADlqjVC94GTcy3uilC9UnlERkdj/dadiBBGwtnBHnMmjYWpsTEAcTlJ21d/jYhAr6GjJf/fsT8YO/YHo0TRwlg8fRIA4MnzFxg6YYokzLJ14pvy6lSvgrGDpW+mV7aqlSsiMioKGzZvg1AohJOjA2ZMmQQTE2MAQNiXL1JzBEU83DF25DAEbdqC9Rs3w9rKCv7jx8DBXvpBEWfPX4AIIlSvUgl5gTLbVwA4efwIypavJFlolN6PH99x5fIF9Ozjm3OJ/g3VKldEVFQ0gjZvl5STmVMmSpUTtXTlZNzIoVi/aSvWbdwMaytLTE5XTiaMHo61GzZj5ryF+Pb9OwqaF0D3Tu3RqJ74JlANDU3cunsXew4GIzY2Dub586NS+XLo0LZVrqZdEYy8i6LcqU2S/xeeJ+5j3m3ci3s9xiorWr9Fleelz5w6hqC1KyASAW4ehTFt1gK4urkrMjsypaxrxADQpXtfqKupY9H8mfgVFwdXNw9MmTFfKQ9QS0tZeXI3TRnq2aW1VJz2HT6jqOTKYJ+TPcqsO6pImfmxbfN6nDl1TBJm2KBeAICpMxeiaHFPhaRXHmXXncwkJSXhwN5d+PDhHTTUNVC0uCdmzV8iWZSkKMrKE20tbRw/dhhrVy9HQnw88uc3R9kKFdG8lfR1sNymjPGJtrY2rly6gG2bgxAbGwsTUzN4eZdC67YdoKmZ+ndQlfGJss7/enfvCnV1dcxesAi/4n7B3c0Vc6dPhWEGfZGise7IUnYbq2rjE5YRWcwTWaw3slhO/l74iRPQNDGGbd8+0DQzw4+nT/Fo4CDEJy901rawAJJEkvBq2tqw7dcXOtbWSPz5E8JLl/Bs4kQkfv+urCT8FmXcS3Dn9i2EfvyI0I8f0bWzdBk5dOS4IpNL9J8gQvY3ziSifweBSCQSZR2MiOjf7/3797CxscHJkydRo0YNZUfnX69WrVqwsLDApk2bsg6c7NHzjwqMUd6kJkhSdhRUTmySdtaB/mM0BInKjoLKUWeeyIhL0so60H+MjlqcsqOgUhJFilmslJdpCuKVHQWV80vEtiQ9TrjKEomYJ+npqv1UdhRUTgKfbSlDAwnKjoLKSYJa1oH+Q9jnyNIU/FJ2FFRObFLu7CyWl3B+TVb+2PfKjoLKeQz5D2v9L3NRf6bsKKiceHXOTaf3Qy3vPLQhNxgkRWUd6D/mXuFmyo6CynEKyf0He6q6JBHP/ShrAgFvf0uP87CUHaw7lBUBWEbS00v6puwoqBye+xERUW4Rtmmq7CionAI7dis7CirHxcku60BE/3IXH/1QdhSIlKZiYX1lR0EpeLclEf1nnT59Gt+/f0exYsUQGhqKUaNGwd7eHpUrV1Z21P51YmJisGLFCtSpI94Na9u2bTh58iROnDiR9ZeJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhICh+3S0T/WfHx8Rg3bhyKFCmCZs2aoUCBAjh79iw0NTWxZcsWGBgYyH0VKVIkR+NRpEiRDH9ry5YtOfpbyiIQCHDkyBFUrlwZ3t7eCA4Oxp49e1CzZk1lR42IiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiCjP4U7iRPSfVadOHdSpU0fuZ40bN0aZMmXkfqapqZmj8Thy5Aji4+PlflawYMEc/S1l0dXVxcmTJ5UdDSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIion8FLhInIpLD0NAQhoaGufJbdnZ2ufI7RERERERERERERERERERERERERERERERERERE9O+gpuwIEBERERERERERERERERERERERERERERERERERERERUfZxkTgREREREREREREREREREREREREREREREREREREREVEewkXiREREREREREREREREREREREREREREREREREREREREeQgXiRMREREREREREREREREREREREREREREREREREREREeUhXCRORERERERERERERERERERERERERERERERERERERESUh3CROBERERERERERERERERERERERERERERERERERERERUR7CReJERERERERERERERERERERERERERERERERERERERER5CBeJExERERERERERERERERERERERERERERERERERERER5SFcJE5ERERERERERERERERERERERERERERERERERERERJSHaCg7AkRERERERERERERERERERERERERERERERERERET055JEyo4BEeU27iRORERERERERERERERERERERERERERERERERERERESUh3CROBERERERERERERERERERERERERERERERERERERERUR7CReJERERERERERERERERERERERERERERERERERERERER5CBeJExERERERERERERERERERERERERERERERERERERER5SFcJE5ERERERERERERERERERERERERERERERERERERERJSHcJE4ERERERERERERERERERERERERERERERERERERERFRHsJF4kRERERERERERERERERERERERERERERERERERERERHkIF4kTERERERERERERERERERERERERERERERERERERERHlIVwkTkRERERERERERERERERERERERERERERERERERERElIdwkTgREREREREREREREREREREREREREREREREREREREVEewkXiREREREREREREREREREREREREREREREREREREREREeQgXiRMREREREREREREREREREREREREREREREREREREREeUhXCRORERERERERERERERERERERERERERERERERERERESUh3CROBERERERERERERERERERERERERERERERERERERERUR6ioewIEBEREREREREREREREREREREREREREREREREREdGfE0Gg7CgQUS7jTuJERERERERERERERERERERERERERERERERERERERER5CBeJExERERERERERERERERERERERERERERERERERERER5SFcJE5ERERERERERERERERERERERERERERERERERERERJSHcJE4ERERERERERERERERERERERERERERERERERERERFRHsJF4kRERERERERERERERERERERERERERERERERERERERHkIF4kTERERERERERERERERERERERERERERERERERERERHlIVwkTkRERERERERERERERERERERERERERERERERERERElIdwkTgREREREREREREREREREREREREREREREREREREREVEeoqHsCBAREWWXmiBJ2VFQObqiH8qOgsoRqQmUHQXKA7QEccqOgsoRqImUHQWV8ytJS9lRUCn66t+VHQWVo5EUr+woqJxEgbqyo6ByEkXMk/QMBVHKjoLKiYe2sqOgcuKTNJUdBZWjrpao7CionF8ijtfSUgPnTdJT4yUQGZoCjmHT0wDzJD2dn0JlR0HlREJH2VFQOQIDziWlZxz9VtlRUDk/jIsqOwoqJVpgouwoqBynkFPKjoLKeeFeQ9lRUDn2j88qOwoqh+N6WYngPGx6IvC6eXq2RxcoOwoqR724t7KjoFJEmpxvTC9yxw5lR0HlRA1cqOwoqBwBOEeQHu/pk/VToK/sKBDRv4Dx9gPKjoLKsf5wUdlRUD1OdsqOARERUa7jTuJERERERERERERERERERERERERERERERERERERERER5CBeJExERERERERERERERERERERERERERERERERERERER5SFcJE5ERERERERERERERERERERERERERERERERERERERJSHcJE4ERERERERERERERERERERERERERERERERERERERFRHsJF4kRERERERERERERERERERERERERERERERERERERERHmIhrIjQERERERERERERERERERERERERERERERERERERER/TiQSKDsKRJTLuJM4ERERERERERERERERERERERERERERERERERERERFRHsJF4kRERERERERERERERERERERERERERERERERERERERHkIF4kTERERERERERERERERERERERERERERERERERERERHlIVwkTkRERERERERERERERERERERERERERERERERERERElIdwkTgREREREREREREREREREREREREREREREREREREREVEewkXiREREREREREREREREREREREREREREREREREREREREeQgXiRMREREREREREREREREREREREREREREREREREREREeUhXCRORERERERERERERERERERERERERERERERERERERESUh3CROBERERERERERERERERERERERERERERERERERERERUR7CReJERERERERERERERERERERERERERERERERERERERER5CBeJExERERERERERERERERERERERERERERERERERERER5SFcJE5ERERERERERERERERERERERERERERERERERERERJSHcJE4ERERERERERERERERERERERERERERERERERERERFRHsJF4kRERERERERERERERERERERERERERERERERERERERHmIhrIjQERERERERERERERERERERERERERERERERERERER/TiRSdgyIKLdxJ3EiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqI8hIvEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI8hAuEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIspDuEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgoD+EicSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiojyEi8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIjyEC4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiykO4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiCgP4SJxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiPISLxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiPIQLhInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiLKQ7hInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIKA/hInEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqI8hIvEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiI8hAuEicihTp79iwEAgEiIyMBAEFBQTA2NpZ87u/vD09PT6XETRVUrVoVQ4YMUXY0/th//e9HREREREREREREREREREREREREREREREREpAqSIOCLr//s679KQ9kRICLV1rVrV2zYsAEAoKGhgUKFCqFVq1aYMmUKdHR0/vr4I0aMwMCBA//6ONn1+vVrODg4yP1s586daNWqlUwYAwMD2NraShZ0u7i4ZOu3goKC0K1bN5n3tbW1ERsb+2cJyELVqlXh6emJRYsWKeT46eX23y87Dgfvx/49OyEURsDewQm9+w2Eq5t7huEvXTiHLZvWI+zzJ1hZFULn7r3gU6qM5HORSIStm4Nw4p8j+PHjO9wLF0U/38Gwsi4kCfPtWzRWBS7F9atXoKYmQLkKldCzzwDo6upKHWf/3l04fvQQwsLCkM8oH+o1aILWbTvIxOnxwwcYN3oo7OwdsGjpqhzKmcwdPHQYu/bsQ4RQCEcHB/j27Q13N9cMw5+/cBFBm7fg8+cwWFtZoWe3LihdykcqzNu377Bm/Qbce/AAiYmJsLO1wcRxY2FuXkAqnEgkwvhJk3Hj5i1MmjAOFcqVVUgasyISibBtcxBO/HNY8rfu6ztE6m8tz5Hg/di3Zwcik8tcr34D4ermIfn8169fWL86EBfPn0F8/C94epVCX9/BMDYxlYR59jQEG9evxovnTyEQCODi6o4u3fvAwdEJAPD58yf06dZe5rdnL1gKN/fCOZQD0pSZHymio6Mw1LcXwsO/YvPOgzAwMJD6nSOH9iPs8yfkL2COVm07olqN2jmXAdkQHByMPbt3QygUwsHREf369YObm1uG4S9cuIBNGzfi8+fPsLK2Rvdu3VCqdGm5YQMCAnD0yBH07t0bTZs1k7y/fds2XL9+HS9fvoSGhgZ27d6d4+n6Hbnd5n7+/Ak7t23Cvbt3ECmMgKmpGapUr4lWbTpAU1MTgLiMBS5diBfPnuHduzcoVbosxk2cqtiMyIJIJMKOLWtx6liwOF0exdCr/3BYWttk+r1/Du3Fwb3bECmMgJ2DE7r3GQIXN9k6LxKJMMN/JO7cvIqR46ejdLnKAIDXL59j/+7NCHl0H9HRkTA3t0Stek3QoEkrhaQzu3K67mzevBnnz53Dly9foKmpCWdnZ3Tu0gXu7qll8fnz51i3bh2ePX0KNTU1VKhQAb1695bqq5Upp/vh2g0ay/1ez+5d0bpFcwDA1u07ce36Dbx49RIaGprYt3NbzibqN7HfyZpIJML2zetw8tghxPz4DjePYujtOyzLPDp6aB8O7NkuyaMefQfDJTmPvn2Lxo7N63D39g18/fIZ+YyMUbpsRbTt1AP6+qnpf/70MTYHrRKPVQA4u3mgc7e+sHd0VmSSs3Tw0GHs3rNXUnf69+2TZd3ZsHmzpO706NZVqu7MW7AQJ06dlvqOt5cXZkydLPn/+w8fsHrtejx6/AgJ8QlwcLBH544d4VmieM4n8A8cCj6IvXt2QSiMgIODI/r084VbJn3zxQvnsXlTkLiNtbJG1+49UaqUuI1NSEjApo1BuHH9Gj59CoW+vj5KeHqha7ceMDMzkxxjyuSJePXyBSIjI2FgYAhPz5Lo2r2nVBhlYj8s7XDwgTRlxAl9+vlmOn67eOEcNm/akDx+E5eRtOO3y5cu4OiRQ3jx/Bm+ffuGxQGBcHSSbRtCHj/Cpg3r8eRJCNTU1ODo6ITJ02ZCW1tbIen8XSKRCDs2r8PJY8FSbWxW5eToob04mNzG2kna2NRysjJgLu7duQlhxFfo6OjC1aMoOnXrC2sbO5ljfYuOwvAB3RER/gUbdhyGvoFhjqczu8R9znqcSO5z3D2KZrvP2S/pc5zRs+8gqT5n++b1Mn1Ou07dJX3Oq5fPsW/XVjx+dB/foqNQwNwCdeo3RsMmLRWe5qwoo+6MHT0cD+7fk3qvbr0G8B04JEfT9qdyO08+f/6Ent06yT326LETULFSlZxL3B8KDg7G7j17IEwem2TnXGfjpk34/PkzrK2s0K17d5QuVUpu2ICAABw5ehS9e/dGs6ZNAQCfP3/G1m3bcPfuXQiFQpiamqJ69epo26aN5BxZ1ew8fgGbDp9GeFQ0XGytMbJLCxR1km0TAWDf6cs4fPE6XrwLBQB4ONigf5uGUuFX7jmK41du4XNEJDTV1cVhWjdAUWf73EhOjhCJRDi+ZymuntmFnz++wd61JJp3n4gCFvYZfuf0gVW4f+Mkvnx8CQ0tHdi7eKJ+2+Ewt5K99iESibB2Th88uXcRXYYuQVGfmgpMTc7Yd/gYtu8PRoQwCk72thjcuxs8XOWfe7x6+w7rtu7C0xcv8SnsKwb06IxWjetLhdm8ez/OX7mGt+8/QltbC0XdXdGnc3vYFrLKjeTkiJ3Hz2PzobR1pyWKOGdcd45cuCapO+4ONvBt00gSPiEhEYG7DuHSnUf4EBYOA10dlC7qhgHtGqOAiVGupelvKWoe4djRQzh/9hRePn+Gnz9jZOYHVJmyxnDKoopz0wBw8fxZ7N65FR8+vIdRPiPUb9QUzVu2UVxGKIBpRR84Du8BI6+i0LEyx40W/fH54CllRytHKLOerFmxBCGPHuDtm1coZGOLBUvXKjSt2cVznayxz1FM3QGA40eDceHcSUkebNoRLDMf8uL5U2xavxLPn4VATU0d5cpXRtde/aGrq6eQtP4pzWLloeVVBQI9QyR9DUXs+f1I+vxOblgNdx/o1pLuG0QJ8fgeOE7yf52abaDpIX3/RcKbJ/h5cE3OR15Bdpy5ig3HLyM86jtcCxXE6Hb1UdRBfpk5desR1h69gHdhEUhITIStuRk61SqPhuVKSIXZfe4GHr/9iKgfP7Hdry/cbCxzKzl/bcepK9h49Lw4P2wtMKpDYxR1lD/3uPfcNRy6dBsvPnwCAHjYW2NAizpS4WNi47Bk1z84e/sRor7HwKqAKdrVLI+W1crIPWZeoV+xNgyqN4J6PmPEf3iDyD3rEf/2hdyw+QdMhLZLEZn3Yx/eQviq2YqOao4Q9zHrcfJYch/jURR9fIdm3ccc2of9afqYnn0HSfUxx48G4/y5NH3MjmDop+tjPnx4hw1rVyDk8QMkxCfAzsER7Tt2R7ESJRWS1oyo8jXi+/fuwG/MMJnw6zfvhomp7HEUJaevhwLie/rWrg+SuqfPb9xYmJubI/rbN2zavBW3bt9G2JcvMDLKh/Jly6JLp47Q19dXdHJlsIzIYp78mf/auJ7lJGvK7IdTxMf/wqih/fH61QssWLIaDnKus6uaHWeuYsOxi+JxrY0FRrdrkMk4/yHWHjkvPc6vXQENy3nmbqSJiIj+I7iTOBFlqW7duggNDcXLly+xcOFCrFy5EpMmTcqRYxsYGOTqjeM2NjYIDQ2Vek2ePBkGBgaoV6+eVNiTJ08iNDQUd+/exYwZM/D48WOUKFECp05l/yJ4vnz5ZH7vzZs3OZ2s3yISiZCQkJAjx8rtv19WLpw7g3WrV6BN+85YELACDo5O8PcbjchIodzwjx89xLzZ01Czdj0sDFiJMuUqYObUiXjz+pUkzN7d23H44D70GzAEcxcuhY6ODvz9xuDXr1+SMAvmzMC7t68xefocTPCfjocP7mP5kgVSv7V65TKcOHYEXXv2xfJV6zF+4jS4usreJPr9+3csmj8LxT29cihXsnb2/AWsXL0WHdu3xfIlC+HoYI9xfpMgjIyUG/7ho8eYMWce6tauhcAli1C+XBn4T5uBV69Ty/bH0FAMHTUGNjbWmDdrOlYuW4IObdtAU0v2BtW9+w9CIFD+E3v27d6OQwf3ou+AoZizcBl0dHQw2W+01N86vYvnzmDd6kC0bd8ZCwJWwt7RCZPTlbl1q5bh+rUrGDl2IqbNXgRhRDhmTUttQ3/+/IkpfmNQoIA55i5chplzF0NXVw+T/UbJ1NXJM+Zh/ebdkpeTc8aT/n9LWfmR1tJF82Dn4Cjz/tHDB7ApaA3atu+CJYHr0K5jV6xcvhjXrl7++4Rn07lz57B61Sq079ABAQEBcHRwgN+ECYjMoN48evQIs2fNQu06dRCwdCnKlSuHqVOn4vXr1zJhL1+6hCchIXLb14SEBFSsVAn1GzTI4RT9PmW0uR/evUVSkgj9Bw5FQOBadO/dH/8cCcbmDak3UyUlJUJLSxsNmzRDiZLeis2EbDqwZyuOBu9Bb98RmDl/JbR1dDFt4nD8+hWX4XcunT+FDWuWolW7rpi9eA3sHJwxfeJwRMnJ38MHdkIg58lnL58/QT4jEwwcPgELl29C8zadsHXjShwN3pOj6fsdiqg71tbW6Ne/P5YHBmLuvHkwL1gQE8aPR1TyMcPDwzFu7FhYWVpi4aJFmDp1Kt68fYsF8+crPsHZoIh+ePumDVKv4UMGQSAQoFL58pIwCQkJqFSxAhrWryfvZ3Id+52s7d+9DUeC96KP73DMXLACOjo6mOo3Iou25DSCVi9D6/ZdMHfJatg5OGGq3whJWyIM/4qIiHB07tEPC5cHYcDQsbh98xqWL54jOcbPnzGYOnEU8hcwx6wFgZg2dyl0dfUw1W9kjp1X/Imz5y9g1eo16NC+HZYtWQRHBweM95uYYXvy8NFjzJwzF3Vr18byJYtRvlxZTJ42Ha9fS5+f+Xh7YdumjZLX2FEjpT6f6D8FSYmJmD1jOpYuFv/uxMlTEBEhv//LTefPncWa1SvRrn1HLA5YDgdHR0z0G5dp3zxn9gzUql0XSwICUbZceUyf6o/XyX1zXFwcXjx/hrbtOmBxwHKMmzAJH96/w9TJE6WOU7x4CYweOwErV63DuPF+CP0UipkzlPuAlrTYD6e6kKaMLAoITC4jYzMtI3Nnz0Dt2nWxOCAQZctVwPSp/lLjt9jYWBQuUhRduvXM8HdDHj/CJL+x8PTyxvxFAViweCkaNGoCNTXlnwem2L97K44E70Fv3+GYsWAltLPVxp7ChtXL0Kp9V8xZsgb2Ds6YlqaNBQBHZzf4Dh2DRSs2YcLUeYBIhKl+w5GYmChzvOWLZ8vth5Rh3+5tOBy8B319h2HWgkBo6+hiqt/ITPPj4vnTWL96OVq374p5S1bD3sEJU/xGSspXRPhXCCPC0aVHPyxavh4Dh47B7ZvXsCxNn/Py+VMYGZtgyIjxWLQ8CC3bdMTmDatxJHivwtOcGWXVHQCoU7c+Nm7eIXl169ErR9P2p5SRJ/nzF5DKi42bd6B9x87Q1dWFt4/8B7DlpnPnzmHV6tXo0L49AgIC4ODoiAl+fpme68yaPRt1atfG0oCATOcJLl2+jJAnT2TmCd69ewdRUhIGDhyIFYGB6NO7N44cOYKg5Ie+qprjV25h4ZZ96NW8DjZPGwlXWysMnBWIiKhvcsPffPwcdcp5YcX4AVg/eSgKmhljwKxAhEVESsLYWRTAqK4tsX3WaKyZNBiWBUzhOysQwujvuZSqv3f20FpcPLYZzbtNwsAp26GlrYs1s3ojPpM290XIDZSv2Q4DJm9D7zFrkJiYgNWzeuJXbIxM2Av/bFSJudfsOn3hMpat24QubVpi9YKZcHKwwwj/mRBGRskNHxv3C1YFzdG7U3uYmhjLDXP3wWM0q18bgXOnYv7k8UhISMQI/xn4qaCH+ea041duYdHmfejZvC42TR8JF1trDJy1POO68+gZapf3RuCEgVg3eRgKmplgwKzlkroT++sXQl69R49mdbBp+kjMGdoDb0LDMHxe7jywNqcoah4hLi4WXt6l0LKN7ENbVZ2yxnDKoKpz0zevX8WCuTNQp14jBCxfg76+g3Fw/x4cDt6v0PzIaer6eoi+9wQPBk3OOnAeo+x6UqN2PVSoXE1h6ftdPNfJHvY5iqk7gDgPSnqVRovWsg/WB8T1a/L44bC0ssbsBYHwmzIHb9++RsDCWTmexr+h4VIC2pUaIe7aCcRsX4TErx+h17gnBLoZL6QTxf3E97VTJK8fQTNkwiS8CZEK8/PYFkUmI0cdu/4A83cdQ5+GVbF1Qh+42lig/+JNiMjgXM1IXxc961fGhjE9sXNifzSp4An/Dftx+eFzSZifcfHwdLHFoOa1cisZOebY1XtYsP0wejepga3+A+BiYwnf+esyzI+bIS9Rt2xxrBrdC0ET+qGgqTH6z1uHMGHqedH87Ydx+cFTTOvdBntmDEP7WhUwe/NBnLv9KLeSleN0S5aDUbPO+HZsD8LmjkH8xzfI328c1AzyyQ0fvm4+Qif0lrw+zxwOUWIift75Xy7H/M/t270dh4P3oo/vUMxesBzaOjqY4jcq8z7m/GmsXx2INu27YP6SVcnt66h07Wtcpu0rAEz3H4ekxERMmbEA8xavhL2DE6ZPHgdhRESOpjErqnyNOMWyVRuk7tUyMjb+4/T+LkVcD/0YGopho0bDxqYQ5s6agRXLAtC+bVtoaWkBACLCIxAeEY5ePbpj5fKlGDF0CG7cvIUFi5fkRpJlsIzIYp78mf/auJ7lJGvK7IdTbFi3EqZm+XMkPbnh2PX7mL/zKPo0qoatfv3gWsgC/RdtyGScr4ee9atgw9he2DlpAJpU8IJ/0D5cfvAsl2NORET038BF4kSUJW1tbVhYWMDGxgZNmzZFzZo1ceLECQDik5lBgwbB3NwcOjo6qFixIq5fv57tY/v7+8PT01Py/65du6Jp06aYN28eLC0tYWZmBl9fX8THx0vChIaGokGDBtDV1YWDgwO2bt0Ke3v7bO2era6uDgsLC6nXvn370Lp1a5mnt5mZmcHCwgKOjo5o0qQJTp48iTJlyqBHjx5yb+aVRyAQyPxewYIFMwwfFxeHESNGwNraGvr6+ihTpgzOnj0rFebSpUuoWrUq9PT0YGJigjp16kAoFKJr1644d+4cFi9eDIFAAIFAgNevX+Ps2bMQCAQ4evQovL29oa2tjYsXL2b5t0v53qlTp+Dj4wM9PT2UL18eT548kYRJ//cDgHXr1qFIkSLQ1taGpaUlBgwYAEC8ON3f3x+2trbQ1taGlZUVBg0alK18zK4D+3ajdt36qFm7Lmxt7dFvwBBoa2vj5PF/5IYPPrAXXt6l0LxlG9jY2qFD525wdHKR3KwhEokQvH8vWrXtiDLlKsDewQlDho9GRPhX/O/KRQDAu7dvcOvmdfgOGg43dw8ULlIMvfsOwIXzZxAe/lUS5p/DBzFu4lSUKVseBS0s4eziCk8vH5k4BS5diMpVa8BdQbtDy7Nn3wHUq1sbdWrVhJ2tLQYP6A9tHW0cO35Sbvj9B4NRytsLrVs0h62tDbp26ghnJ0ccPHRYEmb9xs0o7eONXt27wdnJCVaWlihXtgxM0k3kvHjxEnv27cfwwTlbFn6X+G+9B63T/K0HDx+DiPCvuJr8t5bnwL5dqF23PmrUrgcbW3v0GzAU2traOHX8KADgx4/vOHn8KLr36ofinl5wdnHFwKGjEPL4IZ6EiC/OfXj3Ft++RaNdp26wLmQLWzsHtGnfGZFCIb6EfZb6PUPDfDAxNZW8NDQ0/nX5keLo4QP48eM7mjZvLfM7Z0+fQJ36DVGxSjVYWFqhUpXqqF23Ifbt2p6zGZGJffv2oW69eqhduzZs7ewwYOBAaGtr4/jx43LDHzhwAN4+PmjZsiVsbW3RuXNnODk5ITg4WCrc169fERgYiJGjRkFdXV3mOB07dUKzZs1gb2+viGT9FmW0uV4+pTF42CiU9PKBhaUVypQtj6bNW+PK5dRyqaOji34DhqB23QYwMTFReD5kRSQS4fCBnWjRpjNKla0EOwdnDBg2HsKIcFy/ciHD7x3avwM16jRCtVoNYGPrgN6+I6ClrYPTJw5LhXv18hmC9+1AvyFjZI5RvXYDdO8zGEWKlURBCytUrlYH1WrWx9Ur53M8ndmliLpTrVo1lCxZEpaWlrCzs0PvXr0QExODV6/EN6Zdu3oVGhoa6O/ri0KFCsHVzQ0DBgzApUuX8PHjx1xJd2YU0Q+bmppIvS7/7ypKFC8GS0sLSZjOHdujRbMmcLCzV3QSs8R+J2sikQiHDuxCyzadULpcRdg7OGHg8HEQRoTjWiZ5FLxvJ2rWbYjqterDxtYefQYMh7aODk4dPwIAsLV3xKjxU1GqTAVYWFqjWAkvtO/cEzeuXkZiongB+If3b/H9WzTaduwhGau0bt8FkZER+BL2KVfSL8/efftRt24dSd0ZJKk7J+SG33/wIHy8vdAque506dQRzk5OOHDokFQ4TU1NqfpjaJh6nhgVFYUPHz+idauWcHRwgLW1Fbp37YK4uDi8VvLDwABg/749qFO3HmrVrgNbWzv4DhgMbW1tnDh+TG74gwf2w9u7FFq0bA0bW1t06twVTk7OOBR8EACgr6+PaTNmo1LlKihUyAbu7h7o238Anj9/hrCwMMlxmjZrAXd3D5gXLAiPwkXQqlUbPAl5rNSHCKRgPywtpYyIx2926J9lGdmXPH5rDRtbO3SUlJEDkjDVa9RCu/ad4Fky4wedrVkViEaNm6FV67aws7NHoUI2qFS5CjQ1tXI8jX9CXE52oUWbTihdrlJyGzv+t9vY3slt7OnjqeWkVr3GKFzUE+YFLeHo7Ia2nXvh65cwmfbz2OH9+PHjOxo3b6uwdGaXuM/ZLdXnDBo+FhERX7PIj12oVbcBatSql9znDEvOD3GfY2fviFHjp6BUmfKSPqdD5564cfWKpM+pUbs+evQZiCLFPGFhaYUq1Wujes16+N/ljOtrblBW3QHE87Jp5wH09HJ/pxZ5lJEn6urqUnlhYmqK/12+hIqVqkBXV1ch6fwd+/btQ726dVG7dm3Y2dpi4IABWZ7r+Hh7Z3ueYNTIkTLzBD4+Phg2bBi8vbxgaWmJsmXLokXz5rh8OXcfZpRdW46eRdNq5dG4Slk4FrLA2O6toaOthYPn5N+8Pc23M1rVqgQ3+0KwtyqICb3aQZSUhGsPn0rC1K3ggzJF3VDIPD+cClliaIdm+PEzFs/efsitZP0VkUiEC/9sRI2mfVDUpwasbN3Qtt8sREeG4eHNjB9W22v0KpSq0gwWhVxgZeeONn1mIDI8FO9fSZ/nfHj9GOcPB6FV72mKTkqO2XngMBrWro76NavC3rYQhvfrCR1tLRw5eVZueA8XJ/Tr1hE1KpeHlqb8udK5/mNRr0ZVONjawNnBDmMH98PnL1/x9MUrueFVzdYjZ8R1p2pZOBayxNgeWdSdAV1S6451QUzo3Q4iURKuPxDXHQM9XSwb54taZb1gb1UQxVwcMLJrSzx+9Q6fvubuYoA/pah5BABo3LQlWrRuD9dcvEaTE5Q5hlMGVZ2bPnv6JMqUq4B6DRrBwtIKPqXLomXrdtizaztEIpHC8yWnfDl2Hk8nLcLnA/LnJ/MqZdeTnn0HoV7DZihooTq73vJcJ2vscxRXdwCgUdNWaN66Q4Z5cOPaFahraKBXvyGwLmQLF1d39B0wDP+7dB6hH9/neFr/lJZnZcQ/vIqExzeQJAxD3Jm9ECXEQ7Nw5g80E8V8S339lF1UIUpMkAqDuJ+KSkKO23ziMppX9EaTCiXhZGWO8R0aQkdLE/sv3ZYb3sfNAdVLesDRsgBszE3RvkY5uFgXxO3nqfPuDcuVQJ+GVVHWQzUesvg7thy/gGaVS6FJJR84WhfE+M5NoaOlhQMXbsgNP71PW7SuXg5utlZwsDTHxG7NIRKJcO1R6o7a956/RaMKXvBxd4RVfhO0qFoaLjYWePBSderG7zKo2gA/Lp9CzNWzSPj8AZE710D06xf0ysp/wIoo5geSvkVJXtpuxSGKj8szi8RT2tdWbTqhTHL7Oji5fc2sjzmYrn3tm9y+pu1jGiX3MW4ZtK/RUVEI/fgezVu1h72DE6ysC6Fz196Ii4vF2ze5d66s6teIUxgZm0iNW9TUcu+2e0VcDw3auAmlfbzRM909fcbJ9/TZ29th4vhxKFumNKwsLeFZogS6du6Eq1evZfue2ZzCMiKLefJn/mvjepaTrCmzH05x88ZV3Ll1A1179M2xdCna5hOX0bySD5pU8BKP8zs2Sh7n35Ib3sfNAdW9CsPR0lw8zq9ZDi6FpMf5RERElHO4SJyIfsuDBw9w+fJlyZMDR40ahT179mDDhg24desWnJ2dUadOHUT8xVMlz5w5gxcvXuDMmTPYsGEDgoKCEBQUJPm8c+fO+PjxI86ePYs9e/Zg1apVUjeo/46bN2/izp076NGjR5Zh1dTUMHjwYLx58wY3b978o9/LyoABA3DlyhVs374d9+7dQ6tWrVC3bl08eyZ+atadO3dQo0YNFC5cGFeuXMHFixfRqFEjJCYmYvHixShXrhx69eol2bXcxsZGcuwxY8Zg1qxZePz4MYoXL57tv9348eMxf/583LhxAxoaGujevXuG8Q8MDISvry969+6N+/fv4+DBg3B2dgYA7NmzR7IT/bNnz7B//34UK1Ysx/IuPj4eL54/RYk0O3CrqamhhKeXzAREiichj2R2mS3p7SMJ//lTKITCCKlj6usbwNXNA08eP5IcQ9/AAC5pdgUvUdIbAoEAT5+EAACuX72CghaWuHHtCnp164BeXdsjYNE8fPsWLfXbJ4//g8+fQtG2Q+e/yInfEx8fj2fPn6NkmsX+ampqKOlZAo9DQuR+51FICEp6lpB6z8fLSxI+KSkJ167fgLW1Fcb6TUKr9p0wcOgIXLoifSEmNjYOM+fOx4B+fWBqqtyFnCl/6+KeqeUh/d86vZQyl/Y74jLnLSlDL549RUJCglSYQja2KFDAHE8ePwQAWBeygWG+fDh57Aji4+MRFxeHk8ePoJCNHcwLWkj95owpE9ClXXOMHTEI1/53KcfSn54y8wMA3r19jZ1bN2HI8DEQyJn8i4+Pl1lQoq2lhWdPQ3JlMVJ8fDyeP3sm9ZAMNTU1eHp6IuTxY7nfCXn8WKqeAYC3t7dU+KSkJMybNw8tWraEnZ2dIqKeY5TV5soT8+MHDAwM/yY5ChX2ORSRwggU80x9MIi+vgGc3TzwJOSh3O/Ex8fjpZz6VNzTB0/TfCcuNhaL505Gz35DYWIiu/O8PDE/vistvxRVd9L/xtGjR6Gvrw8HR0fJexoaGlIXE7S1tQEADx/K/xvkFkX0w+kJhUJcu34DdWur7s4K7Hey9vmTuC1Jn0cuWbQl8vKouKe3VFuSXkzMD+jp6UFdXbzAwtraFob5jHDq+GHJWOVUBmOV3JJSd7zS1AVx3fHEo5Ancr/zOCREtj3xKilTd+7df4DW7TuiR+++WLJsOaKjU8fs+fLlQ6FC1jh5+jRiY2ORmJiIw0f/gbGxMVySz3uUJT4+Hs+fP4OnZ0nJe+I2tiRCQjJoY0MewbNkSan3vLx9MgwPiPtdgUAAAwP5N+5++xaNs2dOw8OjsMIeaPQ72A+nEpcR2fGbZybjN3EZkb6pu2QWZSS9yEghnjwJgZGxMUYOH4xO7VthzKhhePjwwZ8lRAHCJG2sdDlxcfPA0xD58UwtJ6nfUVNTQzFP7wzLVmzsT5w5cQTmBS1hlt9c8v67t6+xa1sQBg4bD4FA+dP1KX1OCZk+p3CGZUXc5zyR2+dk9B0A+BHzXarPkSfmx3cYGCpvvK+supPi7JnTaN+2BXz79cKG9WsRqwK73io7T1I8f/YUL1++QK3adf/4GDklZWwi71wno3H645AQmX7Y29tbKnzKPEHLFi2yPU/w48cPGKZ7GKoqiE9IQMirdyhT1FXynpqaGkoXdcW9Z6+zdYzYuF9ISEyCkb5ehr+x78xlGOjpwtXOOieirXARX97jW+RXuBQpJ3lPV88Qtk7F8ebZnWwfJzZGvKO0noGR5L1fcT+xddlINO06AfmMC+RYnBUpPj4BT1+8gneJ1OsGampq8C5RDA+fPM3km7/ne4x4x3VVrCvppdSd0kVTrz+I644b7j/L3o37sXG/kJCQhHwG8usOAHyPiRWP8/WU/9CN7FDUPEJepmpjOEVS5bnp+Ph4aKWbQ9LS0kL41y8IS/dQYMp9/6V6kh3KHter4rmOPOxzcrfuyDtO+us7KfcqPX54/3eTohhq6lAzt0biu7Q74YmQ+O4Z1CwyOY/T1IJ+l3HQ7zoeOg26Qs1UdrMJDWsn6PeYBP2OI6FdtTmgk/F4TpXEJyTg8dtQlEmzmFtNTQ1lPBxx7+W7LL8vEolw9fFLvP78Fd4u9gqMae6IT0jA49cfUaZI6jUENTU1lCnshHvP32brGLFx8UhITEQ+/dTxenFnW5y7/RhhwiiIRCJcf/wCbz9/RdmiLjmehlyhrg5NG0fEPU1Tt0UixD29Dy377KVJv2w1/Lx1GaJfcQqKZM5KHYP+/rW/EjLtq1eG35HHMF8+WBeywZnTxxEb+xOJiYk4djQYRsYmcHJ2zfoAOUTVrxGnGDqgF7p1aIlJ40bicS5e21DE9dDUe/qsMc5vIlq374hBQ4fj8pUrmcblh+T6sexmF4rEMiKLefJn/mvjepaTrCmzHwaASGEEApfMw5AR46CtrfNnichl8QkJePzmo5xxvhPuvcjuOP8FXn/6Cm9XewXGlIiI6L9Lda9IEJHKOHToEAwMDJCQkIC4uDioqalh6dKl+PHjBwIDAxEUFIR69eoBAFavXo0TJ05g7dq1GDly5B/9nomJCZYuXQp1dXW4u7ujQYMGOHXqFHr16oWQkBCcPHkS169fh4+P+EbcNWvWwMXlzya5165dCw8PD5QvXz5b4d3d3QEAr1+/RunSmT/1FxDvNJd+h/JKlSrh6NGjMmHfvn2L9evX4+3bt7CysgIAjBgxAv/88w/Wr1+PGTNmYM6cOfDx8cHy5csl3ytSpIjk31paWtDT04OFhexijSlTpqBWLfHioN/5202fPh1VqlQBIF5o3qBBA8TGxkJHR/bEdNq0aRg+fDgGDx4sea9UqVKS9FlYWKBmzZrQ1NSEra1ttvIwu6Kjo5CUlATjdLvGGhub4P07+SegkcIIGBvLhhcKxQvlhUKh+D05x0z5TCiMgJGRsdTn6urqMDTMh8jk43z6FIovYZ9x6cJ5DBk+GklJSVi7KhCzp0/GtFnzAQAfP7zHxqDVmDlnUa5OqEZHRyMpKUlmh28TY2O8eyd/xx2hMFImvLGxMSKS8yQyMgo/f/7Ejl170LVTR/Ts2gXXb97ClOkzMXfmdBQvVhQAsGL1GhT2cEf5cmVzPF2/K+Vvlf5vbZSmPKT3LYMyZ2RsgvfvxBfzhEIhNDQ0ZdoBY5PUMqSrp4dpsxZi5lQ/7Nq+GQBgaWWNSVNnS8qCro4uuvXsB4/CRSFQE+DKpfOYOXUixvpNQemyFf4y9bKUmR/x8b8wf/Y0dOnRBwXMC+LTp1CZ3yrpVQonjx1BmXIV4eTsghfPnuLE8SNISEhAdHQUTE2zt0jnT0nqTfq2wcQE797LfzK3UCiUbUvSpBsAdu3aBXU1NTRp0iTnI53DlNXmphf68QMOB+9Ht559/igduSFSGA4ActJuisjIzOpTIoyMTaXeNzI2wYf3qU/SDFoTADePoihVtlK24vLk8X1cvnAaYyfN+Z0k5BhF1R0AuHr1KmbPmoW4uDiYmppi+vTpMDIS3xxfwtMTq1evxu7du9GkSRPExsZi/bp1APBXDzbKCYroh9M7ceo09HR1UbF8ObmfqwL2O1lLzSPZdiEy0zxKlGl/jIxN8OGd/BuPoqMisWvbRtSs20jynq6eHqbMXITZ0yZg9/aNAAALq0LwmzpXaTe6ptSd9GkT152M2hPZumNibAyhMFLyfx9vb1QoXx4WFgURGhqK9Rs2YfwkfyyaNxfq6uoQCASYNX0aJk+djqYtW0MgEMDY2BjTp/hL7TiuDJI8+Y2+WSgUyumfjDMsU79+/cL69WtQuUpVmd2d1q9bg0PBBxAXFwc3dw9M8p/6F6nJOeyHU6WM32T64UzHb0LJzhFpw2dURuRJaVe3bdmI7j16w8HJGadPncCEsaOwLHAVrKwL/V5CFECYUk5k+hTTLNtYIzllK30b+8+hfdi8fgViY3/CqpAtJk5fAE1NTQDifmjRnMno3L0/CpgXxOdPH3MqWX8sJc1G6foc4+z0y8ay38m8z9mEWmn6nPRCHj3ApQtnMN5/1u8kIUcpq+4AQJWq1WFubg5T0/x4/folgtatwYcP7zBugv9vHSenKTNP0jp+/B/Y2NjCo3CRrAMrWEbnOibGxpn2w/LHJtLzBGrq6tmeJ/j48SMOBgejZ8+ev5eAXBD57QcSk5JgaiT90AfTfIZ4/TF7D4AN2H4Q+U3ySS2WBYALtx5g3NINiP0Vj/zG+bBsTD8YK3lsll3fIr8CAAyN8ku9b2BkJvksK0lJSTi4aRbsXb1gYZN6neTg5lmwdy2Joj41ci7CChYVHY3EpCSYGBtJvW9ibIS373Nmd/ikpCQsXbMBxTzcaZPBawABAABJREFU4Ghnk/UXlCzDumNkiNcfs7fgNGCb/LqTIu5XPJZuO4Da5bzyzCJxRc0j5GWqNIZTNFWemy7p7YO1qwJR/c4tFCvuidCPH3Bg327xb0SEo6CSHrZHYv+lepIdPNfJHvY5uVd35ClWoiSC1izD/j3b0aBxC8TFxmJT0CoAyPC3c5tAVx8CNXUkxUjvBC6K+Q51E3O530mK/ILYU7uQ9DUUAi0daHlVgV5LX/zYMh+iH1EAgIQ3IYh/cR+i6AioGZlBq1w96DXugZhdSwGRSOHp+hvC7zHiMWw+6fMyM0MDvA7N+DznW0ws6oyej/j4BKipqWFs+wYoW9hJ0dFVuMhv8vPD1MgQrz99ydYxluw6igLG+aQWmo/u0BjTgvai7rBZ0FBXg0AggF/X5vB2c8jR+OcWNf18EKirI+lblNT7id+ioG1uleX3NW2doGllC+G2FYqKYo5LbV9l++LM56WT5MxL/177KhAI4D99PmZNnYD2LRtAIBDAyNgEE6fMztUHdqr6NWJTU1P0GzAUTi5uSIj/hRPHjmDCmKGYs3BZriymV8T10NR7+naja6eO6NG1K27cvIkp02dizszpKC5nw5+oqChs3bYD9erWyZF0/Q6WEVnMkz/zXxvXs5xkTZn9sEgkwpKFs1GnfmM4u7gh7POn34y9cmQ4zs9ngNefshjnj5qL+IQEqAnUMLZDQ5QtrNxNGIiIiP6tuEiciLJUrVo1BAYG4sePH1i4cCE0NDTQokUL3Lt3D/Hx8ahQIXWBoqamJkqXLo3HGezumB1FihSRWiRraWmJ+/fFTwp98uQJNDQ04OWV+oRqZ2dnmYuX2fHz509s3boVfn5+2f6OKPlii0AgyFZ4Q0ND3Lp1S+o9XV35N9ncv38fiYmJcHWVPsmNi4uDmZl44cmdO3fQqlWrbMc3rZRF9QDw4sWLbP/tihcvLvm3paUlACAsLAy2trZS4cLCwvDx48f/s3eX0U0lDRiA36TuRt1dcCnuzrK4Le7ursXdl+JaaHH3xRZb2AUWKO6yWKHQpkK9Tb4fadOmTaFA06Qf73NOzqE3k5s7w9id3JlBnTqKHzpr06YNli5dCjc3NzRs2BC//PILmjRpkuvucklJSUhKkl/dNTkpCdrpO38WJhKJBCkpKRg2cizsHaQPng0eNhIjhvTHmzevYWtrh0XzZ6N9x26y9wsziUQMAKhcsQJatZA+xOru7ob7Dx7iyLHjKFG8GP7+5wpCb9/GqmVLVXKN58+exqrAxbK/J02bo5LrAKR5ffnSBfD1K4aRYydBLBbjwN5dmDl1AhYsXQUdHR0Ym5igWcvMsu/p5YPIiAjs37srXyaJq1N6BG9aDwdHZ9SsnfuOt23bd0aUKBJjRwyERCKBqZkZatVpgP17dkCYx/pZ3Tx58gSHDh7EssDAPLcxP7uITx8xNWAcKletjvoNG6v6cmQunj2JNSsWyv4eP2WeUr7n2pW/cPfWDcxftiFP4V+9fI55M8ajTfvuKFkm/xZpURclS5bE8hUrEBMdjT/++ANz5szBkqVLYWpqCmdnZ4wYORLr161D0KZNEKYvxmBmZlZo64xv8cep06hds4Zsdw11wHbn6y6cPYU1yxfJ/p5QAJPj4uPjMHvqODg6OaNdx+6y40lJSVj5+3z4+BXD8DEBEIvFOLhvJ2ZPHYd5S9ZApxD2z3NTs0Z12b9dXVzg6uKKbr164/aduyhdqiQkEgmWr1wNU1MTLJo/F9ra2vjjxElMmTYDy5YuhoW5+RfOXrilpqZi7pyZgAQYOGhIjvdbtmqD+vUbIjz8A7ZvC8HiRfMxZeqMAu/XsB1WPxKxdBylYaPGqJu+26+7uwduh97EqZMn0LV7zwK/pgtnT2Jtljp2/FTl5JMM1WrVQ8nS5SASReDQ3h1YPGcKZi5cAW1tHWwNWgt7R2dUr11fqdfwJeeztTkFMSE7Pj4Os6aOT29zuikM89/L55g7YyLaduiKUmX8lX5N6qhho8z7HBdXV5iZmWPShDEIC3sHW9uvPxz7/ywpKQkXzv2Jdu07qvpSlObJkyc4eOgQApcty1N7+unTJ0wKCEC1qlXRqKHqd1fPb0GHTuHk3zexZtIg6Ghryb1Xzs8T22aPQVRsHPafvYzxgUEImjYix6RadXDj0mHs3TBV9neP0T/+8Pr+oBl4/+YJBkwOkR27d/1PPLt3BcNm7/3h8/+/WbJmI168eo3AOdNUfSkFIujQKZz6+wZWBwzOUXYAIDU1DeOXbYIEwLgebQv+AvNIncYR1IW69uF+FrmNTddv2Bjvw95h5tSJSE1Nhb6+AZo0a4ntWzdDIMh95yxSDpYT9aXO9zpsc1RTdnLj5OyKwSPGI2jdCoQErYVQqIHGTVvC1NSsUP+eKn7/H8TvMxejTHj/EgYdR0OrWEUkXzkBAEh9ciszfMR7pH0Kg2HX8dCwd0fam6cFfs0FwUBXGzsC+iEhKRlXHjzHot0n4GBphnKFdNJzftl09BxOXL2NtWN7Q0crs0+/4/Rl3Hn+GkuGdoGthSluPHqBuSEHc0wm/1kYVKyNlHf/IeXVM1VfSq7Onz2F1csz25iJU1XXxkgkEqxduRQmpmaYNf93aGvr4PSJo5g9bQLmL12ttAWy1amdzctvxPYOTrB3yHw+0sevGN6HvcOh/XswfPSEgrjMfJfxTF+lihXQskVzAJnP9B099keOSeJx8fEImDodTk6O6Nyxg9Kvj3kkJ6bJ91GndCsI6hRfdc0n6tQOHz28DwkJ8WjZRvn1qjow0NXGjskDkJCYjCsPn2PRrj/gYGn+0/fziYiIlIGTxInoqwwMDODhIR1A3rhxI0qWLIkNGzbIdojOb1pa8g+qCAQCiMXifP+ePXv2ID4+Hl26dMnzZzImULu65u3mRCgUytLuaz5//gwNDQ1cv349x07SGSuv5TbBPC8MDAy+HkiBrP8fGT+0Kfr/+Nq1OTo64tGjRzh9+jROnTqFAQMGYMGCBTh//nyO/3MAmDNnDqZNk39Qa+Dg4Rg0dITC8xsbm0AoFCIq24r+UVEimOUyWcPUzBxRUQrCp6+CnbH4QJRIJDcAHhUlgqube3oYc0RHR8mdIy0tDbGxMbKdHs3MzaGhoSE3AdzB0RkA8Cn8A0xNzfD0ySM8f/YEa1ctAyAdkJdIJGjxaz1MmzkfJUqVVhiHH2VsbAyhUAhRlHwcRFFRMDczVfgZMzPTHOGjoqJgnp5exsbG0NDQgJOT/IR3J0cH3L1/HwAQevs2wsLeo0Xb9nJhZsyei2JF/bBw7uzvj1QelK9QGV7evrK/U1KSAeT8v46OEsHVTXEZNsolz0VnyXNmZmZITU3B58+f5VZQjBKJZPnrwrkzCA//gHmLl0MolD4kNGLMRHRq2wxX/7mEajVqK/x+L29f3Lp5/VujrpA6pcft2zfx6uULtPz1vNx5uvzWHG1+64T2nbpBR0cHg4ePQf/BI2Rl9uQfR6Cnpw9jE9PvT4g8kpWb7PWNSCQrB9mZmZnlrJ+yxPve3buIiopC1yxtklgsxvr163HgwAEEbd6cz7H4MaqqczNERHzCpHEj4eNbFAOHKG4XVKVcharw8PaT/Z2akgIgI20ydwaLioqEi6tnjs8DGeVJA9HZdjiNjhLB1EyaNndv3cCH92/Rrd0vcmEWzgmAr18JTJsbKDv2+tULTJ80DHUbNkWr37r+WAR/gDLKTgZdXV3Y2dnBzs4OPr6+6NWzJ06cOIF27doBkC56VKtWLYhEIujq6kIgEGD//v2wSV8AR1WU0Q5ndefuPbx58xYTx47JpyvOH2x3vs6/QhV4yqVRel0iioRZtjRy+WIaaeSoe6V1iXxdnRAfj5kBo6Grp48xk2bKLeR08dxphIe/x+xFK2V9lWGjA9C13a+49s9fqFqj4HcmzCg72eMmiorKdQExRWVHGt401++xtbWBibEx3oW9Q+lSJRF66zauXruGPTu3w0BfHwDg6eGBG6GhOH36DNq1/b4FvfKDLE2+oW02MzNT0DZH5cgfGRPEw8PDMXvO/By7iAOAiYkJTExMYO/gAEcnJ3Tr0hEPHz6Ar69fjrDKxHY4dxn9txztcJQIZuaKy42pmRmicrQ5OeuQL8nIf45OznLHHRyd8PFj3naOzW/+FarCU1E+Ecnnk+ioyK/WsdE5ylBkjvQxMDCEgYEhbO0d4eldFN3aNcbVyxdRtWZd3L11A6/+e462f9VKDy2dVN+9fVO0atcZ7Tr1+NHoflX5ClWytcvS9IgWRSrol3+lXc5WbhTll4T4eMwIGAM9PT2MnTRD4eKBr1+9xNSJI1GvYRO0+S3v43bKoKqyo4i3jw8A6a6Vqpw4oQ5pcumvC0hKSkLtOrk/ZFSQcrvXEUVFfbEdVtw3kabh3Xv3EBUVhS5dM9uOrOMEm4OCZMcjIiIwbtw4+Pn6YsiQnIu5qANTIwNoCIWIjI6VOx4ZEwuLr0zmDj76J4IOn8HK8QPg6WSf4309XR042ljC0cYSxT1d0GLEDBw89w+6N1OP/JGVX5nacHLPXJQ1NVV6LxQb/QnGZpay45+jI2Dn7PPV8+0PmokHN89jQMAWmFpk7k779P4VRIS/xuTeFeXCb1k6DK4+ZdF/knqNM2UwMTaGhlAIUZT8znGiqOhc75G/xdI1G/H3tRsInDMVVkWU88B7fsu17ETHwsL0K2XnyBlsPnQaKyYMVFh2MiaIv/8UiZUTB6v1LuIFNY5QmKhjH66gqPPYtEAgQNcefdCpa09EiSJhbGKK26HSxcRVPQ75M/qZy0leqEO/PoO63OsAbHOAgi87X1O9Zl1Ur1kXUaJI6KT/vnP4wG7Y2KjH4mmShDhIxGkQ6hsi61M0An1DiONjc/2cHLEYaR/fQmiaex9VEhMJccJnCE2KqP0kcTNDfWkfNkZ+d/WI2M+wMDHM5VPS56ucrKRp4O1oixfvP2Hj8YuFfvKIqZHi9IiMjoWF8Zf79FuOX8Cmo+exenRPeDlm9iUSk1OwfO9JLBrcCdVKSutQL0dbPH4Vhi1/XCiUk8TFcTGQpKVBaGQid1zDyARpsVFf/KxAWwd6ZSoj5vguJV7hj5PWr5nj0hltTLTCPuiX69ec49LfVr/euXUD16/9g+Cdh2S/+bh7eOFW6HWcPX0CrdoqZ9JaYfuNWBFPbx88uHc3jzH+Mcr4PTTjmT7nbJsDOTo64l76M30Z4uPjMTFgCvT09DBl0sQC6d8yj+TENPk+P1u/nvnk69SrHb6Jxw/vo21z+UXERw3ri+q16mLoiPF5PldByrWfH/MZFsZ57Oc72eJF2EdsPHah0PfziYiI1BGXKyaibyIUCjFhwgRMmjQJ7u7u0NbWxqVLl2Tvp6Sk4Nq1a/DzU86D4N7e3khNTcXNmzdlx54+fZrjx8u82LBhA5o2bQpLS8uvB4b0Ibxly5bB1dUVpUvn/4Td0qVLIy0tDeHh4fDw8JB72dhIH/AqUaIEzpw5k+s5tLW1kZaW9tXvUsb/nZGREVxcXL54fXp6emjSpAmWLVuGc+fO4e+//5btEp/d+PHjER0dLffq029grufW0tKCu4cXbt/KzBtisRi3Q2/C20dxnLx9/GQPZ2QIvXldFt7axhZmZua4fSszTHx8HB4/egDv9MkO3j5+iPv8GU+fPJaFuX3rJiQSCby8pT/G+PoVQ1paGsLC3snCvHv7BgBgaWUNfX19LFu5HkuXr5W9Gv7SBPYOjli6fC28fL7+QOD30tLSgqeHB0JDs6xELRYjNPQ2fHP5Xj8fH9y8dVvu2I2bobLwWlpa8Pb0xJs3b+XCvHn3DtZWVgCAdq1bY/XyZVgV+LvsBQB9e/fEyGHKf5hVT18ftnb2spejk8tX/6+zy8xzmZ+R5rkbsjzk7ukFTU1NuXz29s0rfPwYDm/fogCApKRECAUCudXOhUIhBAJAnL7rniIvnj/NtwFHdUqPsROnYsnydbLXwCEjAQCzF/yORr82k/tOTU1NFCliCQ0NDfx1/izKla8om7ymTFpaWvDw9MSt0FDZMWm5CYWPr6/Cz/j4+iI0S3gAuHnzpix87Tp1sGLlSixfsUL2srCwQKtWrTBz1ixlReW7qarOBaS7tEwaOwLunl4YMnx0gfyffwtpeXKQvRycXGBqZo67oZmLOsTHx+Hpowfw9imq8BxaWlpw8/DCnVuZnxGLxbhz6zq80j/TvE1HLAwMwoJlG2UvAOjWazAGDMscLH793wtMmzAUNWo3RIcufZQR5TxTRtnJjVgslj24lJWZmRn09PRwIX2RGmX06b6FMtrhrP44eQqeHh5wd1OvgXW2O1+XvS5xTK9L7mRLoydfqUvcPbxwJ1S+LrkdekNWl2ScZ3rASGhqaWH85NnQ1pbfGTw5KRGCHH0V6d8Zq80XtIyyczM0syxIy84t+Pl4K/yMr48PQm/dkjuWW9nJ8PHTJ8TExsI8/Qe9pKQkAMixg7xQIIRYknu/rSBoaWnBw8MTt26Fyo6JxWLcCg2Fj08udayPH0JDb8odu3nzhlz4jAni7969xazZc2FsbPzVa8nowyqqh5WN7XDupHkkZ//t1hf6bz4+friVLY+EZssjX2NtbQNzCwu8ffNG7vi7t29glX5/WNByyydZ/88z6lgvn2IKzyHLJ9nq2DuhN3LNW1ISSCCRlY9RE2dgYeBGLAzcgIWBG9BviHRhlxnzA9Hw1xY/Htk8yK3Nyd4uP3l0P9e8Im1zvOXaXGmbc13uM/HxcZgWMAqaWpoK2xwAePXfC0wePxy16jRAx6698jGm30dVZUeR58+kOyGZKWknn7xShzQ5dfIPlK9QCSYFsFBcXsj69bey9+tz72v4+vgovNfJCF+ndm2sXLECK5Yvl70yxglmzZwp+8ynT58wduxYeHh6Yvjw4Wp3j5xBS1MTPq6OuHovcwxVLBbj2t3HKOHpkuvnNh8+g/X7TyBwTD/4uTnlGi4rsUSC5NTUH71kpdDVM0ARG2fZy9reA0amRfD03j+yMInxn/Hq2W04e5bK9TwSiQT7g2bi7r+n0XfiRphbOci9X6tJL4yYcwDDZ++TvQCgaaexaNdH/caZMmhpacLL3RXXb2c+DCgWi3Hj9l0U9fb67vNKJBIsXbMRF/+5hqUzA2BrrZo+yPfIKDvXspede49Q3DP3e/0th09jw/4TWDZWcdnJmCD+6v1HrJgwEKZG37fIcEEpqHGEwkTd+nAFqTCMTWtoaMCiiCW0tLRw4fxZePv6qU2/5WfyM5eTvFCHfn0GdbnXAdjmAAVbdr6FqZk59PT0cenCWWhpaaNk6bLfdZ58J06DOPwtNByyTiQRQMPRQ2638C8SCCAsYgtJXO6TygUGJhDo6kMcH/Nj11sAtDQ14etkiysPn8uOicViXH3wAiXcHL/wSXkSsQTJqV9//kndaWlqwtfFDlfvZ+5wLU2PZyjhkft9btCx81h/+E8sH9kdfq7y93ypaWlITUvL+VuFUAiJin+r+G5paUh5/Rw6Xll2MRYIoONVDMkvn3zxo3qlKkKgqYmEaxeVfJE/Jq9tTF5++8tev359XFpexu9dAoF8f1YgECr1t7/C+htxVi+ePSuwyaHK+D1US0sLXp6eeJPtN5u3797CyirzGdq4+HhMCJgMLS1NTJs8Cdra2vkVrS9iHsmJafJ9frZ+PfPJ16lTO9yr72AsDlwvewVMmwsAGDVuMjp2Uf1vo7nR0tSEr7MdrjzI3s9/jhLu39DPV+PfcIiIiAo79V66lojUUps2bTB69GisWrUK/fv3x+jRo2Fubg4nJyfMnz8f8fHx6Nmzp1K+28fHB3Xr1kWfPn2watUqaGlpYeTIkdDT05ObtPA1T58+xYULF3Ds2LFcw0REROD9+/eIj4/H3bt3sXTpUly9ehVHjx7NsdN3biQSCd6/f5/juJWVVY4HB7y8vNCxY0d06dIFixYtQunSpfHx40ecOXMGJUqUQOPGjTF+/HgUL14cAwYMQL9+/aCtrY2zZ8+iTZs2KFKkCFxcXHDlyhW8fPkShoaGMM/lptnAwEAp/3dTp05Fv379YGVlhUaNGiE2NhaXLl3C4MGDERQUhLS0NFSoUAH6+voICQmBnp4enJ2dFZ5LR0cHOjryP6Br63z5B69mLVrj98Xz4OHpBU8vHxw+uBeJSYmoW68BAGDJwrmwsCiCLt2lN9JNmrXExLHDcWDfLpTzr4iL58/i2ZPHGDhYuvK/QCBAk+YtsWvHVtjaOcDa2gbbgjfB3KIIKlaqCkC6G1qZsv5YsWwR+g8ajrTUVKxduQzVqteChYV0B7KSpcrA3cMTgUsWoFffARCLJVizchlKlS4r213c2UX+gS4TE1Noa2vnOK4MrVo0w4LFS+Hp6QEfLy/sO3gIiYmJaFBPuivk/EVLYGFhjp7dpDsXNW/aBKPGTcCefftR3t8f5y5cwOOnTzF0cOYk/tatWmD2vAUoXqwoSpYojn+v38A/V67Kdgg3NzeDuYJV6K0sLWFrY5PjuLJJ/69bYfeOENjZ2cPK2lb2f10h/f8aAALGj0TFylXRuIn0Yf1mLdrg98Vz4eHpLZfn6tRrCEC6Y1zd+o2wad1KGBkZQU/fAOtWL4O3r59s8KxU6XLYvGEN1qz8HY2btIBEIsbeXdsh1NBA8ZKlAAB/nj4BTU1NuLlLdzv8+/JFnDn1h2wQ7f8pPWxt5Xe1iYmR7hzk4OgsW4Hy7ZvXePL4Iby8ffH5cywO7d+DV/+9xJCR45SSHoq0aNECixctgqenJ7y8vXHwwAEkJSWhXj3pLlULFy6EhYUFunfvDgBo1qwZxo4Zg31798K/fHmcP38eT548weD0Hb6MjY1zTLrS0NCAmZkZHBwyf/QNDw9HbGwsPoaHQywW41n6gzN2dnbQ0yvY3X5UUedGfPqIieNGwtLKGt179kVMdObOUlkHil+9eonUlFTExsYiISEez59JV9R3cy/4VdMFAgEaN2uLvTs3w8beAVbWttgZsh5m5hbwr1RNFm7ahKEoX6k6GjVpBQD4tXk7rFgyG+6ePvDw8sXRg7uRlJiAWnWlO5aamVnAzCznA1NFLK1gnb57wquXzzFt4lCULFMev7ZoB5EoAoD0AQETE8UrSytbfpedxMRE7NixAxUrVICZuTliYmJw5PBhREREoFq1zPQ9fOgQfP38oKuri5s3b2Ljhg3o1r273Mq2qqKMdhiQ/nB74a9L6NtL8Q6k4eEfERsbi/CPH9PrE+kgvp2dbYHXJ2x3vk4gEODXZm2wZ8cW2No5wMrGBtuDN8LM3ALls6TR1AnDUb5SNfzSpCUAoEmLtghcPAfunj7w9PLBkYN7kJSYgNr1GgFInyA+aRSSkhIxdNQkxMfHIT4+DgBgbGIKDQ0NlChdDls2rsa6lUvwS5OWEEsk2L97K4QaGihWokyBpUF2LVs0x8LFS+Dl6QFvLy/sP3gQiYmJqF+vLgBg/qLFKGJhgR6ystMUo8eNTy875XD+wkU8efoUwwYPAgAkJCQgZNt2VK1SGWZmZggLe4/1GzfBztYWZctK4+nr4w1DQwMsWLwEHdu3h46ONo7/cQLvP3xAeX9/1SREFs1btMKSxQukdayXDw4e3CfXNi9aOB8WFhbo1l16z9e0WXOMGzsK+/btgb9/eVw4fw5PnzzGoMFDAUgniM+ZPQPPnj7B5KkzIE4TQxQp3f3H0MgIWlpaePTwAR4/eYyifsVgaGiIsLB3CAneDFtbO/h+ZUGPgsB2WJ40j8yHh6cXvLy8cfDgfrk8snjhPFhYFEFXWR5pgfFjR2L/vt0o518BF2V5ZJjsnLGxMfgYHo7ISGn8MiaDm5mZw8zcHAKBAC1btcW2kM1wdXODq5s7/jx9Cm/evMa4iZMLNgFyIc0nbbBXVsfaYkfwBgV17DBUqFRNlk+atGiL5YvnwN3TWz6f1JPmkw9h73Dp4p8oWdofxiamiPgUjgO7t0JbWwdl/KU7u9p8oR0yMPzyTkLKIm1zWmPPjmBpv9zGFtuDN8DcvIhcekyZMAIVKlXN0ua0QeDiOentsi8OH9yDpMREuTZn2qRRSE5KwrBRExW2Of+9fI4pE0agdBl/NGneBqL0fCXU0FDppBpVlJ2wsHc4f/ZPlPMvDyNjY7x88Rzr165G0WLF4erqVrAJoIAq0iTDu3dvce/uHUyZpl4TXVu0aIFFixfD09MT3l5eOHDw4FfvdcaMHYu9+/ahvL+/7F5nyODBAPI2TvDp0yeMHTcOVlZW6NWzJ6Kz3CPnNi6sSh0b1cTUNVvh5+qEou5O2PbHeSQkJaNJjQoAgMmrQmBlZoJBvzUBAAQdPo01e45h5sAusLU0x6co6diwvq4O9HV1kJCYhI0HT6J6meIoYmqMqM9x2HXqIj6KolG3QilVRfObCAQCVGvYBWcOrEERG2eYWzrgxJ5lMDa1QtGydWTh1szujmLl6qJK/Y4AgP1BM3Dz8lF0G7EcOroGiIn6CADQ0zeClrYujE0tYWyac3Fc0yK2OSaUq5u2zRpjzu+r4OPhBh9PD+w5fAwJiUloVLcGAGDWkhWwtDBHny7tAQApKal4+fpN+r/T8CkiEk+ev4Seni4cbKXjzEvWbMSZC5cwa8Io6OnpIUIUBQAw1NeHjk7BPOT8Izr8UgvTVofA180RRd2dsf34OSQkZpadKSuDYWlugkG/NQUAbD50Slp2BnWFraVFjrKTmpqGsb9vwMMXb7BkdF+kiSWyMCaG+tBS851vAeWNIwCAKDISIlEk3r+TLoL738vn0NPTh6WVFYyMvr5olqqosg+nCuo6Nh0THY1Lf11A8RIlkZycjDOn/sDlv85j1rwlBZk8P0zDQB8GWSat6bs6wLikD5Ijo5H4OkyFV/ZjVF1Owt69QWJCAqJEkUhOTsaLZ9IJbw5OLtDS0irIpJDhvc7Xsc1RXtkBAFFkBKJEkQgLy0iDF9DT00MRK2tZGhw7vA/evsWgp6eHWzf/xeaNq9G5Wx+VjZsokhx6Abp12yEt/A3EH15Dq1Q1CDS1kXL/GgBAt95vEH+ORvLfxwEA2v51kfb+FcTRnyDQ0YN2mRoQGpkh8d4V6Qm1tKFTvh5Snt6BJD4WQhML6FRpDElUBNL+e6SqaH6TTvUqY/Km/fBztkcxV3tsO/03EpKT0ayKdPHmSRv3wcrUCENaSu+ZNxy/gKLO9nCwNENyahr+uvMYR/+5hfEdf5WdMzouHu8joxEeJZ1M//K9tJ6xMDZEERP1yQ+KdKxfDVPW74afiz2Kujli28lLSEhKRtOq0sUOAtbtgpWpMQa3kdYRQUfPY9WBU5jd9zfYFTHDp2hpnPV1tKGvqwNDPV2U9XbF0l3HoaOtBVsLU1x/9AJHL9/AiN8aqyyeP+rzuaMw6zgAKa+eIfnVMxjW+AUCbR3EXzkHADDrOBBp0ZGIObJd7nP6FWsh4c6/EMd/VnBW9ZVRv+7eEQxbO3tY29hiW/BGmJvLtzGTJ4xAxUrV8Et6G9O0RRssWzwX7p5e8PTyxZGDe5CYmLONka9fpW1MkfQ2xtunKAwMDbFs8Ry0bd8F2jo6OPXHUYR/CEPZ9LHrgkoDdf6N+NCBPbC2toWTswuSk5Nx6sRR3Ll9E1Nmzld62mTI799DAaBNq5aYPW8+ihUrJvdM34L0Z/ri4uMxYdJkJCUlYcyokYiPT0B8fAIAwMTEuEDvA5lHmCb55Wfr1zOffJ0q22FLK2u5a8l4RsvGxh5FiuRt0ztV6VSvMiZv3Ac/l+z9fOkzNZM27IGVmTGGtJTukr7h2HkUdbGHg6U5klNT8dedJzj6TyjGd2yiymgQERH931L/X3mJSO1oampi0KBBmD9/Pl68eAGxWIzOnTsjNjYW5cqVw4kTJ2BmprwHnrds2YKePXuievXqsLGxwZw5c3Dv3j3o6urm+RwbN26Eg4MD6tevn2uYunWlg2n6+vpwdnZGrVq1sHbtWnh45H2CWUxMDGxtbXMcDwsLk+0OntWmTZswc+ZMjBw5Em/fvkWRIkVQsWJF/Pqr9IcPLy8vnDx5EhMmTED58uWhp6eHChUqoH176QNRo0aNQteuXeHn54eEhAS8ePEi12ubO3duvv/fde3aFYmJiViyZAlGjRqFIkWKoHXr1gAAU1NTzJ07FyNGjEBaWhqKFy+Ow4cPw8Ii/1YEr1ajFmJiorEtOAgikQiubu6YMn0uTNN3/vv0MRxCYeZiAr5+RTFyzESEbNmI4KCNsLO3x/iA6XITs1u2/g2JiYlYGbgYcZ8/w7docUyZPkduhcwRYyZg7cpABEwYBaFAiEpVqqF3v8zBVaFQiIlTZmLdquUYP2Y4dHV1UaZsefTo3S/f4v4jalavhujoaGwJ2QaRSAQ3NzfMmj5VlhfCP36UW4ShqJ8vxo8eiaDgrdi0ORh29naYOmkCXF0yJ/xXrVwJQwb2x47de7ByzTo42Ntj8oRxKFZUvVZRzKqFgv/rydPnyv1fvw97J/fgT9UatRAdE4XtwZuy5Ll5sjwHAD36DIRAIMS8WVORkpKC0mXLoe+AYbL3HRydMHHKLOzctgVjRw6CUCCEq7sHpsyYB/MsK+bv2h6Cj+EfoKGhAXsHR4waF4DKVWv836VHXojFYhzctxtv376GpoYmipUohbmLlsHauuAWGKhRowZioqMRHBICUWQk3NzdMX3GDFm5+RgeLrdyt5+fH8aMHYstmzcjKCgI9vb2CAgIgIuLyzd9b0hwME6fPi37e/AgaV0zd948lChR4scj9g1UUeeG3ryOsHdvEfbuLXp0+U3ueg4eOyP794zJExAe/kH29/DBfXOEKUjNWnVAYmIC1gQuQHzcZ/j4FcfE6QvldhP58P4dYmMyy1OV6nUQEx2FnSEbECWKhIubByZOXyhXnr7mn0vnEBMdhYtnT+Li2ZOy45ZWNli5cXf+RO4b5XfZEQqFePP6NWadPo3o6GgYGxvDy8sLCxYskFuI5tHjxwgJCUFCQgIcHR0xaPBg1KlTB+pAGe0wAJw7fwGABLVqVFf4vZtDtuLUmT9lf/cfMgwAsGDOLJQsUVzhZ5SJ7c7XNW/dHomJCVgduBBx6XVJwIwFcnXJ+7DsdUltREdHYUfIRkSJIuHq5oFJ0xfI0uj508d48ug+AGBgrw5y37dq4w5YWdvCwdEZ46fMxq5tmzF+1EAIBQK4unsiYPp8le7uk1l2tmYpO9My65OPH+Xqk6J+vhg3ehQ2B4cgaPMW2NnbYcqkiXBJLztCoRAvXr7EqTN/Ii4uDhbm5ihTujS6du4I7fQHdU1MTDBr+jQEbQnG2AkTkZaaCmdnJ0wNmAh3N+Uv7vQ11WvURHRMNEKCt8jSZPr0WVnSJGfbPHrMeARvCcKWoE2ws7fDxICpcElvmyMiPuHKP38DAIYM6i/3XbPnLkCJEiWho6OLvy/9hW0hW5CYmAhzc3OUKeuPdr91gJaWeky4YTucqVqNmoiOicLW4M3pecQd06bPlssjgmx5ZNSY8QiR5RF7TAyYKtd/u/LP3/h9yULZ3/PnSSdttu/QGR06dQEANGveEsnJyVi/djViY2Ph6uaG6bPmwdbWriCinSfNW3dAUmIi1mSpYyfNyJZPwt7JHmQAMvNJRh2bPZ9oaWvjwb1bOHpwN+I+x8LE1Ay+xUpi1sKVMDFVzUIBedWidXskJSbK2hxfv+IImDE/W5vzVi49qlavjZjoKGwP2SRrcwKmz8/W5jwAAAzo1VHu+1Zv3A4ra1v8fek8YqKjcP7sKZw/e0r2vqWVNdZs2qnMKH+RKsqOpqYmQkNv4NDBfUhMTEQRS0tUrlIN7drLt9eqoqr6BABOn/wDFkWKoHQZNdk1Ll2NGjUQHRODkOBgRIpEcHdzw4zp0+X79VkWDfXz88PYMWOwecuW7x4nuHnzJt69e4d3796hc5cucu8d/8LiqKpSv1IZiGI/Y/WeY4iIjoGXswMCx/aDhYn0Qbn3ESK5/tve05eQkpqGsb9vkjtP75YN0bdVIwiFQrx8F44jFzciKvYzTAwN4OfmhHUBQ+DukHNMXl3V/LUnkpMSsGfDFCTGx8LFqwx6jV0LrSx1bsSH14iLFcn+/vv0DgDA6pld5c7Vts8s+NdoUTAXriS1q1VGVEwMNm7bjUhRFDxcnbFgyjiYm5oCAMI/fZLr036KjESv4ZkLeO04cAQ7DhxBqWK++H3WFADAwePSNmXoxOly3zVuSD80qlNTuRHKB/UrlUFUzGes2XMMEVHSsrNsXH+5spO1zpWVnaUb5c7Tu2VD9Gn9C8JFUbhwXbpbe8fx8+TCrJ40GGX9PJUco/yhrHGEP44dws5tW2R/TxwzDAAwePgYuYc91ZGq+nCqoM5j02fPnEDQhtWQSABvXz/MnLsYXt4+ykyOfGdSthgqnQmW/e23cAIA4PWWfbjdc7yqLitfqLKcrFy2APfuZO7qOHJI7xxhChrvdfKGbY5yyg4AnDh+CLu2bZb9PWmsdIHgQcPGyiaTP3n8EDu2BiExIQH2jk7oN2gkatbO/TkfVUh9cgtJegbQqdAAAgMjiD++Q/yh9ZAkSCesCgxNIcyyu7NARw+6tVtDYGAESWICxB/fIH73cohF4dIAYjGEFrbQ8ykHgY4uJHExSH31GMn/nADEhWNn7Qb+xSCKjcOqQ38iIuYzvB1ssGJIZ1gYSycGvY+Mlrv/S0xKwextRxAuioGOlhZcbIpgZs9WaOBfTBbm/K1HmBJ0QPb3uHXSMda+v9ZEv6a1CiZi36lBhRIQxX7GqgOnEREdC28nWywf0R0W6ZPb30dEyaXH7rP/ICU1DaNXbJU7T59mddCvufRZtjn92yNwzwlMXLMTMXHxsLUww8BW9dG6VoWCi1g+S7j5N4SGxjD6pS00jE2R8uYlPq2eA3GstG7RMLPIscu1ppUtdNx98WnlTFVc8g+TtjEJWBW4KEv9Oi9nG5Ojfo3GjpAgiESRcHVzx+RsbcyJ44ewM0v9OnGsdHHgwcPGona9hjA2McHk6fOxdct6TJ4wEmmpqXB0dsG4gJlwdSvYhffV+Tfi1JRUbFq/CpERn6CjowtnVzdMm7UAxUuW/uF451V+/x4KAFUqV8KQgQOwY/durFqzFg729giYMB7Fikp3wX369BkePpIuStK9Vx+569m8cT1srOUnNyob80hOTJPv87P165lPvk5V7XBh1sC/uLSff/CMtJ/vaIsVQ7tk6+dn/haWmJSC2VsPZ/bzbYtgZs/WaOBf8M+lERER/QwEEkmWUUgiokLozZs3cHR0xOnTp9Vmsg8px8Nnb1R9CWpHTxKn6ktQO/EC1e8KS+pPW5Ck6ktQOykS9ZjIpU6SxUyTrAw0Ctfq6wVBU5yi6ktQO2yHc0qTqGZXLXVmiBhVX4LaSRHofD3QTyZBrKfqS1A7usJEVV+C2kmSsOxkJYT464F+MloC9tfo6zTBfJKdpeiJqi9B7ZxFPVVfgtopb3hb1ZegdvTjwlV9CWrnrWmxrwf6iYglwq8H+sloCArHZLeC9MyHv3dn5/LgnKovQe3wXienNHAcNju2Ozk5HV+s6ktQOxol1GsRNlWTqMnip+okaqfqFm9UV9GDl6j6EtSOQMDH0LPjM305JQgMVH0JRPR/QCIRfD3QT8bl3V+qvgS1o1+9raovgUjlztzhM0b086pTPO8b0P4/4U7iRFTo/Pnnn/j8+TOKFy+OsLAwjBkzBi4uLqheXfEuiURERERERERERERERERERERERERERERERERERET/T7hkKBEVOikpKZgwYQKKFi2KFi1awNLSEufOnYOWlha2bt0KQ0NDha+iRYvm63UULVo01+/aunVrvn4XERERERERERERERERERERERERERERERERERERUQbuJE5EhU6DBg3QoEEDhe81bdoUFSpUUPielpZWvl7HsWPHkJKSovA9a2vrfP0uIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiogycJE5E/1eMjIxgZGRUIN/l7OxcIN9DRERERERERERERERERERERERERERERERERPQlEolA1ZdARAVMqOoLICIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiorzjJHEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJChJPEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChFOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipEOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioEOEkcSIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiokKEk8SJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIgKEU4SJyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkQ4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgQ4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiQoSTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiAoRThInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqRDhJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqBDhJHEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJCRFPVF0BERERERERERERERERERERERERERERERERERERE308iUfUVEFFB407iREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUimqq+ACIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiL6fhIIVH0JRFTAuJM4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpqqvgAiIqK8EkCi6ktQO6lCLVVfgtoRSJhPspNAoOpLUDtiiYaqL0HtpEp4a5CdkTBG1ZegVhIleqq+BLWTBF1VX4LaYX8tp1S2OTkkCvVVfQlqxyhNpOpLUDsaGqmqvgS1kwwdVV+C2mG7I08oEKv6EtSOhoB1SXbJEtYl2bEuyUmQmqzqS1A7Ai3mk+w4Np0Tx6Zz4r2OvBihuaovQe2IJdzXIDuXB+dUfQlq56VvTVVfgtpxfXBW1Zegdhyjbqv6EtTOtdZjVH0Jakdw+g9VX4LaEQjYh6WvGFJB1VegdiQSPoOTHcfXckoQGKj6EoiI6Cfxn30VVV+C2vFV9QUQERGpAH9xIyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKkQ4SZyIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKgQ4SRxIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiKiQoSTxImIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiAoRThInIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqRDhJnIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqBDhJHEiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIqJChJPEiYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIChFOEiciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIipEOEmciIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIioENFU9QUQERERERERERERERERERERERERERERERERERER0fcTS1R9BURU0LiTOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5ERERERERERERERERERERERERERERERERERERERFSIcJI4ERERERERERERERERERERERERERERERERERERERFRIcJJ4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFiKaqL4CIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIvp9EIlD1JRBRAeNO4kRERERERERERERERERERERERERERERERERERERERIUIJ4kTEREREREREREREREREREREREREREREREREREREREVIpwkTkREREREREREREREREREREREREREREREREREREREVIhwkjgREREREREREREREREREREREREREREREREREREREVEhwkniREREREREREREREREREREREREREREREREREREREREhQgniRMRERERERERERERERERERERERERERERERERERERERUinCRORERERERERERERERERERERERERERERERERERERERUiHCSOBERERERERERERERERERERERERERERERERERERERUSHCSeJERERERERERERERERERERERERERERERERERERERESFCCeJExERERERERERERERERERERERERERERERERERERERFSKcJE5EaufcuXMQCASIiooCAAQFBcHU1FT2/tSpU1GqVCmVXNv/q+xpTkREREREREREREREREREREREREREREREREREROpLU9UXQET/f7p164bNmzcDADQ1NeHg4IA2bdpg+vTp0NXV/eHzjxo1CoMHD/7h8+TVy5cv4erqqvC9Xbt2oU2bNjnCGBoawsnJCTVr1sSwYcPg6emZp+8KCgpC9+7dcxxft24devXq9X0RyIPKlSsjLCwMJiYmsusYNmzY/8Wk8aOHD2L/3l0QiSLh6uqOPv0HwcvbJ9fwf108j63BQQj/8B52dvbo2qM3yvlXkL0vkUiwLWQzTv5xDHFxn+HrVxT9Bw6Fnb0DAODO7VBMHDdK4bkXLV0OTy/pd9+4fg3bQjbj9av/oKWljaLFiqNH736wtrbJx9jn3eHDh7F3zx6IRCK4urmhf//+8Pb2zjX8xYsXEbxlCz58+AA7e3v06N4d/uXLy94PCQnBhfPn8fHjR2hpacHDwwNdunaFj09m2nfr2hXh4eFy5+3WvTvatm2b/xHM5ujhAziQni9cXN3Rp//gL+aLSxfPY2vwpvR84YAuCvNFEE6l5wsfv2Jy+QIAYmNjsHbVcly78jeEQgEqVamGXn0HQU9PTxbmxvVr2B6yGa9evYS2ljaKFiuB7tnyRUpKMnZsC8b5P09DJBLB3Nwc7Tp0Rt36jfI5lb5OIpFge0gQTv1xVBbvfgOHycVbkWOHD2D/3p2ISk//3v0Hw8vbV/b+ieNHcOHcGTx/+gQJCfEI2XUIhoaGyo7ONzty+BD27d2dXr+4oW//gfD+Yv1yASHBQdJyY2ePbj16wd9fWm5SU1MRvCUI/167ivfvw2BgYICSpcqgW/eesLCwAAB8+PAeO7Zvxe1boen/9xaoVbsO2rZrDy0trQKJc15IJBLsCNmI0yeOID7uM7x9i6PPwBFfzRfHj+zHwb07ZPmiZ7+h8MySL1YHLsTt0OsQRX6Crq4evH2LoVP3vnBwdAYAvHz+FPt2b8XD+3cQGxMNSysb1P+lGX5t1lqp8f2aQ4ePYM/evRCJRHBzdcWA/v2+WL9euHgRW4JD8OHDB9jb2aFHj+4o7++vMOyywOU4dvw4+vbpjRbNm8uOP3n6FBs3bsLjJ08gFApRtUpl9OndW66+KUjKqiuSk5Oxad0q/HXhLFJSklGqjD/6DRwKUzNzWZjmv9TOcd6RYyehWg3p8fv37mDLxrV4++Y1kpISYWlljQaNfkXTFm3yKfZ5I02jTTh9Ij2NfIuh78DhX0+jI/txIEsa9eo3RC6NTh4/jAvns9SnOw/DIFt9untHCK5f+wcvXjyFpqYmtu46opQ4/qifvc0BpGmwe+sGnDlxGHFxsfD2LY5eA0bB1t7xi587cWQvDu/bjihRJJxd3dG973B4ePspPP/cqaMQev0KRk2cDf9K1WXv3Qn9F7tC1uPVf8+go6OHGnUa4rcufaChobxhJXXsryUnJ2PV8iV49uQJXr/+D/7lK2LC5Bly13H/3h1s3rgOb9+8QlJSkqxeadZC+e3RgaPHsXPfIUSKouDu6ozBfXvC1yv3e9Fzf13GppAdeB/+EQ52tujdrRMqlisjez9SFIV1QSH4N/QWPn+OQ4lifhjctycc7GxlYYaPn4xbd+/LnbdJw3oYPrBv/kfwOxw+fFiuHc7Lfc6W4GBZO9y9R49c2+HAwEAcO34cffr0kWuHp06bhufPnyMqKgqGhoYoXaoUevToIevTFTRVlKVdO7bi32v/4MXzZ9DS1MS23YdyfM+Txw+xZdN6PHv6GBAI4Onlg249+sDVzT1/EyAPlNF/jY2Nwc6Qjbh18198+vgBxiamKF+xKn7r3BMGBvLtzJ+njuPwgV0Ie/sGevr6qFy1JnoPGK60+Cqiyv7ardAb2Ba8Ef+9fAFdXV3UqtMAnbr2hIaGBgDpfVDf7h1yfPe8xcvh7ZOzPVMWVYybZEhJTsbw4cPx/PlzBC5fDnf3gi8ngOrySUxMNJYsmI2XL54jNiYGJqamqFCxMjp16wV9fQMA0vG4gHEjcnz3ppA9MDM3z3FcWQp6nAAAdu7YhmvXruLF82fQ1NTEzt37lR7PH7Hr9CVsOX4eEdGx8HS0xZhOzVHM3Ulh2H3nruDopet49uY9AMDXxR4DWzfKEf7Fuw9YtvMYrj96jrS0NLjZW2P+4C6wtTBTenzyg0QiwYk9y3Hl7B4kxMXC1as0WvaYDEtb51w/c+bgOty5dgof372AprYuXDxLoXH7EbCyy/yNYs/6qXhy9x9Ei8Kho6sPF69SaPzbCFjZuxVEtH7IgaPHsWvfwfR+rQsG9+0Jny/0a8//dRmbQrbL9WsrlCsre1/arw3G9Sz92kF9e8LBzq4gopMvdp28iOCjfyIiOgaeTvYY3bUVirkrziP7/7yMo39dw7PXYQAAX1dHDGj3q1z4NXuP4+TfN/AhMgpaGhrSMG0bo5iHS0FE54cxj6huLCn8w3vs2r4Fd27fRJQoEmbmRVCjVl20btdJ5WPUqhxfA4B/r/6NXdu34L+Xz6W/+xUvifEBM/M9nt9Ceq+zCafS73V8fIvl+V7ngOxexwO9+g2Ru9fZEbIpx71O+8495O511q9ehof37+LVfy/g4OiExcs3KDWuymZetRzcRvaESZli0LWzwr+tBuDDoTOqvqx8oaqyc/d2KALGK773nb9klew3dXXAdjgn+87t4NS3G7Qti+Dzg8d4PGUOYm/dVRhWoKkJ5wE9YduqKbRtrBD//CWezV2KyPOXZGFch/WH67D+cp+Le/YCV+o0U2o8foQq250+3X/Dx/APcsc6de2NVm1zjp8oiyrHkgDgzKk/cGj/Hrx7+xr6+gaoXLUG+g4cCkB1Y0mqThNAOoYyfGBvRER8yvF7V0pKMnZuC8b5P09BJBLBzNwc7Tp0UclzJln97L//KaO/BkjrkovnT8viH7zzMAwMjeTO8ezpYwRvWoOnTx5CKNRApcrV0a33AOjp6Sslrrlh2fl2P1u5YR7JiWnyfVh2mE+y+9n79ADzCRER0f8b7iRORErRsGFDhIWF4fnz51iyZAnWrFmDKVOm5Mu5DQ0NC/ThakdHR4SFhcm9pk2bBkNDQzRqJH+jcfr0aYSFheHWrVuYPXs2Hjx4gJIlS+LMmbz/SGxsbJzj+zp27Phd156cnJyncNra2rCxsYFAIPiu7/mSlJSUfD9nXl08fxYb1q3Gbx06Y0ngari4uWFKwDhERYkUhn9w/x4WzpuFevUbYmngalSoVAWzZ0zBfy9fyMLs27MTRw7tR/9BQ7FgyXLo6OpiSsA4WVr7+BbF5pBdcq/6DRrB2sYGHp7Sh4ffvw/DrOmTUaJkaSxdvgbTZs5FTEwM5sycqvQ0UeT8+fNYt3YtOnTsiMDAQLi5uiJg0qRcFwm4f/8+5s2di/oNGiBw+XJUqlQJM2bMwMuXL2Vh7O3t0X/AAKxctQoLFi6ElbU1Jk2ciOhs5+zUuTNCtm6VvZo2baq8iKa7eP4sNq5bjXYdumBx4Gq4urljasDYr+SLmahbvxGWBK5BhUpVMGfG5Gz5YgeOHtqP/oOGYcGS5dDV1cXULPkCABbPn43Xr15i2qz5mDR1Fu7dvYOVyxbL3v/wPgyzpwegRMlSWLp8LabOnIuYmGjMnSlfd86fMwO3Q29i0LBRWLkuCCPHToT9VyaHKcv+PTtw5NA+9Bs0HPOXrICuri6mBYz9Yt3z1/mz2LhuFX7r0AWLA9fAxc0d07Klf1JSIsqU9UfrdgU76PUtLpw/h/Xr1qB9h074PXAlXN3cMDlgwhfz0fx5s1GvfkMsC1yFipUqY9aMqXiZno+SkpLw7OkT/Na+I34PXIkJk6bg7ZvXmDFtsuwcb16/hkQswcDBQ7Fy1Tr07tMPx48dwZbNmwokznl1YM92HDu8D30HjsScxauhq6uLGQGjkJyclOtnLl34E0HrVqBth65YsGwdnF3dMSNgFKKzpKebhxcGDh+H31dvQcCMhZBIJJgRMAppaWkAgGdPH8HE1AxDR03CkpWb0apdZ2zdvBbHDu9Tepxzc/78Baxbtw6dOnTA8sBlcHNzxcSAgC/Wr3PnzUeD+vWxInAZKlWqhOkzZsrVrxkuXb6Mh48e5ugTRUREYPyEibCzs8PSJYsxc8Z0/PffKyxavEQJMcwbZdUVG9euwLWrf2P0+MmYOW8pRJEROepMABg8fAw2heyRvSpUqip7T1dXF780aY5Z85cgcE0Q2vzWCVu3bMKJ4wU7UXr/nh04engf+g4cjnmLV0JHVxfTA8Z8OY0u/IlN61ahXYeuWLRsLVxc3TE9YEy2+jQJpcuUR6u2ufclU1NTULlqDTT8Rflt8I/4mducDIf2bsXxw3vQa+AozFq0Frq6epg9ecQX69fLF85gy/rlaNW+O+b+vgHOrh6YPXmEXP2a4djBXQBy3g+8fP4Ec6eORsmyFTDv900YNnYa/r1yCduCVudn9OSoa39NLE6DtrYOfm3WAiVLl4Uiurq6aNykOWbPX4rlazah7W8dC6ReOXvxElat34wu7dtgzdL5cHd1wdjJMyGKilYY/u6Dh5i5YCka1a+Dtb8vQJWK/pg8az5e/PcKgPTHwMmz5uPdhw+YMXEs1vy+ANaWlhg1aRoSEhPlztW4QV3s2bJO9urTvbNS45pX58+fx9p169CxQwcEBgbC1c0Nk77aDs9Dg/r1sTwwUOF9TgZpO/xI4dhEyRIlMH78eKxbuxaTJk5E2Pv3mDV7dj7HLm9UVZZSU1NQpWoNNPqlicLvSUhIwLSAcShiaYX5S1Zg7oLfoaenh6kBY5Gampq/iZAHyui/iiI+ITIyAl169seSlUEYNHw8bl6/ipW/z5c7z6H9O7E9eD1atumApauCMGXWYpQqU17RVyqVqvprL54/w4zJ41GmbHksCVyLUeMm49qVy9iyaW2O75s2e6Fcn87dwyt/E+ELVDluAgAbNm6EeQFOdM6NqvKJUCBE+YqVMXHyTKxctxlDRozFrdAbWBWY8x5nxdrNcvnExNQ0X9PgS1QxTgBIJ5NXrVoNjX75Velx/FEnr4Ri8fbD6NOsHrZOGwYvRzsMWrgekTGfFYa//vAZGlQshTXj+mJTwCBYm5ti4MJ1CI/M7N+8/vAJPWeuhIudJdaO74cdM0egV9O60FGjxfS+5uzhDfjrxFa06jEFQ2Zsh7auHtbN7YOUL7RDzx9cQ5V67TF4+nb0Hb8OaWmpWDu3N5IS42VhHFz90LbvTIxZeBi9x62FRCLB2rm9IRanFUS0vtvZi5ewen0QurRvi9VLF8Dd1RljJ8/ItV9778FDzFywBI3q18Ga3xeiSsXyCvq18xD24QOmTxyHNb8vhJWlJUYr6Neqq5N/38CSrfvRu2UDhMwcDS8nOwyeuwqR0bEKw19/8BQNKpXB6omDsGnacFhbmGLQ3FUIj4yShXG2scSYbq2xY+5YrJ8yFLaW5hg4dxVEuZRHdcI8IqWqsaQ3r19BIpGg/6AR+H3lJvToPQAnjh/G1s3r8z2O30qV42t/XzqP3xfNQe16jbB4+XrMWRiI6jXr5Gv8vsf+Pdtx9PBe9Bs4AnMXr4KOrh5mBIz+4r2ONE1Wom2Hbli4bF16moyWpUlkxCeIIiPQtWd/LF25CYOHj8PN61exItu9DgDUqd8IVarXUlr8CpKGgT5ibj/C3SHTVH0p+U5VZcfbtyg2Bu+Ve9Vt0BjW1ray39TVAdvhnKx+bQDPSaPx8vfVuNa4HT7ff4RSW1ZDy0LxfavbqEGw79Aaj6fMwZW6zfFu624UX7MEhkXlFwL4/Ogp/vKvJXvdaN21IKLz3VTZ7gBA+07d5cpP46Yt8i1ueaHK3/4O7tuNrVs2oGWb9li2eiOmzV6A0mXL5fi+gh5LUvXvoQCwfOlCOLsqXhhswZzpuB16A4OGjcaKdZsxcuwklT1nktXP/vufMvprgDT+X6pLIiM+YdrEkbC1s8e8xasQMH0+Xr16icAlc/M9jl/DsvPtfrZywzySE9Pk+7DsMJ9k97P36QHmEyIiov83nCROREqho6MDGxsbODo6onnz5qhbty5OnToFQHoDNGTIEFhZWUFXVxdVq1bFtWvX8nzuqVOnolSpUrK/u3XrhubNm2PhwoWwtbWFhYUFBg4cKDc5OSwsDI0bN4aenh5cXV2xbds2uLi4YOnSpV/9Pg0NDdjY2Mi99u/fj7Zt2+ZY8c3CwgI2NjZwc3NDs2bNcPr0aVSoUAE9e/aUTWL7GoFAkOP79PT0EBQUBNNsDzYeOHBAbmJ3RtqsX78erq6usp3bBQIB1q9fjxYtWkBfXx+enp44dChzJ69z585BIBAgKioK586dQ/fu3REdHQ2BQACBQICpU6fKznPgwAG5azA1NUVQUBAA6a7rAoEAO3fuRI0aNaCrq4utW7cCANavXw9fX1/o6urCx8cHK1euzFN6/IiD+/eifsNfULd+Qzg5OWPAoGHQ0dHB6ZN/KAx/+OA+lCnrj5at28HRyRmdunSHm7sHjh4+CED6sNChA/vQ9reOqFipClxd3TB85FhERkTgn7+lK11raWnBzNxc9jIyNsaVf/5GnboNZf9Xz54+gVgsRqcu3WFrawd3D0+0aNUGL54/U8kD8fv370fDRo1Qv359ODk7Y9DgwdDR0cHJkycVhj948CDKliuH1q1bw8nJCV26dIG7uzsOHz4sC1OrVi2ULl0atra2cHZ2Rp/evREfH48XL17InUtfTw/m5uayV0aeVaaD+/dkyRcu6P+N+aJjl+5wc/fE0cMHAEjzxeED+9Dmt06oUKkKXFzdMWzkWERGfMI/f/8FAHj96j/cuH4NA4eMhLePL/yKFkeffoNw8cJZRER8AgA8ffoYYrEYHbv0SM8XXmieLV/c+Pcq7t25hcnTZ6NU6bKwtraBj29R+BYtpvR0y04a771omyXeQ0eOQ2TEJ1xJj7ciB/fvRv2Gv6BO/UZwdHJB/0HDoaOjgzMnj8vCNG3eGq3adoBXAe4K960O7N+LBg0boV79BnBycsbAQUOho6ODUydPKAx/6OABlC3rj1at28LRyQmdu3SDu7sHjhyW1sUGBgaYOXseqlWvAQcHR/j4+KLfgEF4+vQJwsPDAQBly/lj2IhRKFOmHGxsbVGhYiW0aNkaly/nnt4FTSKR4MjB3WjdrjPKV6oKF1d3DB45AaLICFz9Qr44vH8X6jb8FbXr/QJHJxf0HTQSOrq6OHPymCxM/UZNUbRYSVhZ28LNwwvtu/TCp4/h+Bgu3VGsTv3G6Nl3CIoWLwUbWzvUqF0ftes2wpXLF5Qe79zs278fDRs2RP369eDs5ITBgwZBR0cXJ3KpXw8cPIRyZcuiTetWcHJyQtcuneHh7o5Dh+UnFn769AmrVq3GmNGjZTssZrhy9So0NTUxcEB/ODo4wNvLC4MHDcJfly7h3bt3SotrbpRVV8TFfcbpk8fRo3d/lChVBh6eXhg8fAwePriHRw/ld7Q1MDCUa5u1tbVl77m5e6J6zTpwcnaFtbUNatauh9Jly+H+3dvKSRAFpOVmD9q064wK6eVm6MjxiIz8chod2r8b9Ro2Rp160jTqN2hEernJrE+bpNenX9oZoX2n7mjaog2cndV3N7mfvc0BpGlw7OButGzXBf4Vq8HZ1QMDR0yCKDIC1/6+mOvnjh7YgToNmqBWvcZwcHJFr4Gjoa2ji7On5OuVl8+f4Mj+Heg/bHyOc/x98U84ubqjdfvusLFzgF/x0ujUvT9OHN2HhPj4HOHzg7r213R19dB/0DDUb9gYZmaKd6aU1iu14eTskq1euZP/CZXF7gOH8UuDumhUtzZcnBwxfEAf6Ojo4PipPxWG33foGMqXKYXfWjaDs6MDenRqD093Vxw4Ii0fb96F4f6jxxjWvw98vDzg5GCPYQN6Izk5GX+ely93Ojo6MDczk70M9At2l4nc7N+/H40aNkT9+vWztMNfvs8pV7bsF+9zgIx2eJXCdhgAWrRoAV8fH1hbW8PPzw9t27TBw4cPVXKvp4qyBAAdOnVDsxat4eziqvB73rx+hdjYWHTo3A0ODo5wcnbBbx26IEokyrFiurIpq//q5OKGMRNnwL9CFdjY2qN4yTLo0KUX/r1yGWlp0rzwOTYW24M3YPCICahWsx5sbO3h4uoO/4pVCiTuGVTZX/vrwlm4uLqhXYcusLWzR7HiJdGlRx8cP3IwRxtjZGQs16fT1NRUXqJko8pxk2vXruHmjRvo1auXUuP4NarMJ4ZGRmjUuBk8vLxhZW2DkqXKoFHjZrh/L2fbamJqJpdPhMKC+wlMFeMEANCxUxc0b9EKLrnUueok5I8LaFGjAppW94ebvTUmdGsJXW0tHLxwVWH4Wf06oG2dyvB2toernRUCeraBRCzB1ftPZGFW7v0DVUr6YGi7X+HjbA9H6yKoUaYozI1Vv1NLXkgkElz8Ixh1m/dFsXK1Yefkjd/6z0FMVDju/pv7wrO9x62Ff40WsHHwgJ2zD37rNwtRn8Lw5kXm/XDFOm3h7lsO5pb2cHD1Q8O2QxAV8R6RH98WRNS+2570fm3D9H7tsAF9oaOjgz9OKU6PfYeOwr9MabRr2RzOjg7orqBf+yBLv9bRwR7DBvRR2K9VV1uPn0PzWpXRtEZFuDnYYHyPttDV0cah8/8oDD9zYBe0qVcN3i4OcLGzxqTe7SERi3H13mNZmIZVyqFCMW84WBWBu4MthndsgbiERDx5pd75A2AeAVQ7llSmXHkMHj4Wpcr4w8bWDuUrVkGzlm3xz+XcxyYKgirTJC0tDRvWLEfXHn3R8JemsLd3hKOTC6pUU+3k6Iw0yXqvMyQ9Tb58ryOfJn3T0+TP9HsdZxc3jJk4Hf4VKsvudTp26YV/r/wtu9cBgF79hqDRry1gbWOr9LgWhI8nLuDxlKX4cPC0qi8lX6my7Cj6Tf3qP5dQu15DpSxs/73YDufk2KsL3u3Yi7DdBxH/9DkeTZwBcUIC7No2VxjepsWveLliPSLO/YXE12/xNmQXIs7+BadeXeTCSdJSkfwxQvZKEUUpPzLfSdW/6wCAnp6+XBnS1dXLt/h9jSrHCD7HxmJr8EYMHTkeNWrVgW36eFp5BeNpBTmWpA6/hx4/ehBxcZ/RvGXbHN9z49+ruHvnFgKmz0FJFT9nktXP/vufsvprANCkeRu0bNsx1/j/e/VvaGhqonf/YbB3cIKnlw/6DRqBfy5dQNi7N/ke19yw7Hy7n63cMI/kxDT5Piw7zCfZ/ex9eoD5hIiI6P8RJ4kTkdLdvXsXly9flk3IGTNmDPbu3YvNmzfjxo0b8PDwQIMGDRAZGfnd33H27Fk8e/YMZ8+exebNmxEUFCSbuAwAXbp0wbt373Du3Dns3bsXa9eulXuY7ltcv34doaGh6Nmz51fDCoVCDB06FP/99x+uX7/+Xd/3rZ4+fYq9e/di3759CA0NlR2fNm0a2rZti9u3b+OXX35Bx44dFaZ55cqVsXTpUrkdzUeNGvVN1zBu3DgMHToUDx48QIMGDbB161ZMnjwZs2bNwoMHDzB79mwEBARg8+bNPxrdXKWkpODp08coVaqM7JhQKETJUmXwMNuNZoaHD++jZOkycsfKlPWXhf/wPgwiUSRKZjmngYEhvLx98eiB4nNe/ecyYmNjULd+A9kxdw9PCARCnD51AmlpaYiL+4yzZ06hZKkyBfqQM5CeTk+eyC28IBQKUapUKTx88EDhZx4+eIDSWcIDQNmyZXMNn5KSguPHj8PAwACubvIT0Hbv3o12bdti0MCB2LNnT54XU/heKSkpePb0sdz/YUa+yD4AkeHRw/s5doosXbacLHxe8sWjh/dhYGgIT6/Mle9Lli4LgUCAx48eAgA8PLwgEAhx5tQfsnxx7sxpuXxx9crfcPf0xr49O9G9c1v079UFm9avRlJS7qsIK0tGvEuUykybr5WHjPTP+hlp+pfNNf3VkbR+eYJSpUrLjknLTWk8fJhLuXl4H6VKl5Y7VqZsuVzDA0B8XBwEAgEMDQ2+GMbI0OgbY6A8H96HIUpBvvD09sWjh/cUfia3fFGiVFk8zuUziYkJOHvqOKysbWFRxCrX64mPi4OhkfF3xubHpKSk4MnTp3L1pVAoROlSpfDg4UOFn3nw8CFKly4ld6xs2TJy4cViMRYsXITWrVrBxdlZ4fdqamrKTYbQ0ZH2we7eU5yeyqSsuuLZk8dITU2VC+Pg6ARLSys8eiAfz7Wrfkfn35pj9LD+OH3yOCQSSa7X+/zZEzx8cA/Fipf8rvh+j8x25NvLTckc5aZMrp8pzH7mNidD+Id3iBJFoHgpf9kxfQNDeHj74cnDuwo/k5qSgudPH6N4qcwdNIRCIYqXKocnWfJJUmIili2Yhh79R8DULOeuyCkpydDW0pY7pqWjg5TkZDx/qrg++xHq3F/7Hhn1StHiJb77HF+TkpKCx0+fo2zJzO8QCoUoW6o47j96pPAz9x8+RplS8tfkX7oU7j18LDsnAGhrZ+7CKRQKoaWlhbv35dPjzLmLaN6hO3oMHI51m7ciMbHg+6bZZbTDiu5zvtQOZ++vlS1bNkc7vHDhQrRu1QrOCtrh7GJjY3H27Fn4+vqq5F5PFWUpL+wdHGFkbIzTJ44jJSUFSUlJOH3yOBwcnWBlbfMt0fxhBdV/BYD4+Djo6+tDQ0OaF26FXoNELEFkxEcM6dsZvbu0xsI5U/Dp4/eNV30vVfbXUlJSoKUt38boaOsgOTkZT58+ljs+e/okdG3fEuNHDcHVfy79WKS/gSrHTUQiEZb9/jtGjhoFnQJYVO9L1KFfnyEy4hP+vnxRYZ99+KDe6N6xNaZMGI0H9xT3kZRBncYJ1FVKaioevnyL8kU9ZceEQiHKF/XEnaf/5ekciUnJSE1Lg7GhdEEasViMv249hJNNEQxcsA51B01Fl2nLcPZ6wf3f/6jI8DeIjfoEz2IVZcf09I3g5F4C/z25lefzJMZLd7LUNzRR+H5SYjyund8Pc0sHmFoUbFv7LaT92mcok61fW6ZUCdx/9FjhZ+4/fIyy2fq15UqXwv2Hj2TnBCC3YFxmvzb38qYuUlJT8fDFa1QolrnroVAoRPliXrj95GWeziEtO2KYGChezCklNRX7z16Gob4evJzt8+OylYZ5RErdxpKkY7CqHaNWZZo8e/oYERGfIBAKMWJwb/To1ArTJ4/Ffy9ffP3DSpRxr5MzTfxyvSeUpskjhfc6XxpPi4v/LHevQ4WHOtUn165cwufYGNSu1+i7z5Hf2A7nJNDShFExX0ReyjJJXiJB5KUrMC6j+HcVobY2xEnyu9CJExNh4i9/P6Tv4owqV06j0oVj8Fs6Bzp26ttvVYeys2/3NnT+rRlGDO6N/Xt3KP05i6xUOUYQevM6JGIxIiM+YVDfbujZuS3mz56GjwrG0wpyLEnV4yavX73Erm3BGDZyHAQKFsy7euUyPDy9sX/PDvTo3AYDenXBpvWrVPKcSVY/++9/BdlfU3Se7M8UZNwTPVCwMKOysOx8u5+t3DCP5MQ0+T4sO8wn2f3sfXqA+YToZyCR8MXXz/v6WfFXGiJSiiNHjsDQ0BCpqalISkqCUCjE8uXLERcXh1WrViEoKAiNGkl/4Fu3bh1OnTqFDRs2YPTo0d/1fWZmZli+fDk0NDTg4+ODxo0b48yZM+jduzcePnyI06dP49q1ayhXTjpBYv369fD09PzKWRXbsGEDfH19Ubly5TyF9/HxASDdZbt8+fJfDR8dHS23Q7mhoSHev3+f5+tLTk7Gli1bYGlpKXe8W7duaN++PQBg9uzZWLZsGa5evYqGDRvKhdPW1oaJiYlsR/PvMWzYMLRs2VL295QpU7Bo0SLZMVdXV9y/fx9r1qxB165dFZ4jKSkpx81cclIStHV08nQNMTHREIvFMM22w5+pqRnevn6t8DNRIhFMTbOHN4VIJJ1MLxKJpMdynDMzTHanTv6B0mXKoUiRzP8PGxtbTJ81F/PmzMDKwCUQi8Xw8fXD5Gmz8xS3/BQTEwOxWJxjJ0RTMzO8fqN4dViRSJQzDczMZOmT4cqVK5g3dy6SkpJgbm6OWbNmwcTERPZ+02bN4OHhASMjI9y/fx+bg4IQGRmJPn365FPscvpSvniTa76IVJAvzPKQLzLTRCSKhImJqdz7GhoaMDIyRlT6eaxtbDFt1jzMnzNdli+8ff0wedoc2Wfevw/Dg3t3oK2lhfGTpiMmJhprVvyOmJgYDB0x5htT48dkXHf2eJtkSZvsYnNJfxNTM7x5/Uo5F6oEGeXmW/KRKJf6JSqXtEpOTsamTetRvUZN6Osrfvj73bu3OHz4IHr0Ul6Z+VaZ+cJc7riJqVmucZXmi7Qc6WNiaoa32fLFH0f2I3jTGiQmJsDOwQlTZi2ClpYWFHl4/y4uXfwTE6bO+97o/JDMfGIqd9zU1BSvv5hPcobPWr/u2r0HGhoaaNasqcJzlCxZEmvXrcfuPXvRvFlTJCYmYuOmIABAZKRI4WeUSVl1hUgkgqamllyfKeN7sqZX+07dUaJkaejo6iD0xr9Ys2IpEhMS8GuzlnKf69m5LaKjpXmxXYeuqNew8fdF+DtkpJGJgjrly+VGDBMF7VP2cvP/4GduczLI8omCujIqSnEaxKTXryam2etkc7x7kzkRZ/P6ZfDyLQb/itUUnqdkmQo4dmg3Lp0/hUpVayNKFIm924PSryvie6OUK3Xur32LHp3byeqV3zp0QX0l1ivRMbHpfXoTueNmpqZ49UbxDkSRUVEwy9bmmJmaQBQVBQBwcrCHlWURrN+8FSMG9YWujg72HDyCj58iEJGlnq1ToxqsrSxhYW6G5y//w9qgELx++xbTJxRs3zS73O5zzExNv9hfy5km8u3w7t27IdTQQLNmzb74/Rs2bsThw4eRlJQEHx8fTJs69bvi8SNUVZbyQl9fH7PmLsbsGZOxa0cIAMDWzh5TZ8xTuDu7Mim7/5ohJjoKu7dvQd2GTWTHPoSFQSIRY++urejRZzAMDAywbcsGTJs0EouXb8y1n5vfVNlfK122HI4c3IsL586gSrWaiBJFYue2LdLPR0rbGD1dPXTv1R++fsUgEArw96ULmDNjMsYHTFe4S1R+U9W4iUQiweLFi/FL48bw8vLChw8f8jFW307V/XoAWDRvBq78cxnJSUnwr1AJA4dmLmppbm6O/oOGw93TG6kpyTh14hgmjRuO+UtWwN3DC8qmLuME6iwqNg5pYjEsTOT/ry1MDPEyLG+LYyzbdQxFTI1RwU86rh8Z8xnxiUkIOnIWA1o1xJC2v+DynUcYHbgFa8b1RVkf93yPR36Ljf4EADAyKSJ33NDEQvbe14jFYhwMngcXr9KwdZT/zePSqe04um0RkpMSYGnrij4T1kFTUzuXM6leZr/WVO64makJXn+xX5uzHxyZo18bguGD+sn1ayO/of+iKhllx9xEfgKuubERXr7LW9kJ3HEIRcyMUb6Yt9zxizfuYsLyzUhMTkERU2OsGNcfpkaGuZxFPTCPSKnTWFLYu7c4dng/uvbs993nyA+qTJMP78MAADu3bkb33v1hZWWDg/t3IWD8MKxYGwwjFS1impkm8vc6pnnpv5nm/MyX73WCUS/LvQ4VHupUn5w+eRylyvjL/aauamyHc9IyM4NQUxPJn+THhZM/RkDf3VXhZyIuXIZjr86IunodCf+9hlmVCrBsWAcCYeYYUHToHdwfNQnxz19Cx8oSrkP7oeyuIFxp0BJpcfFKjdP3UHXZady0JdzdvWBoZISHD+4hJGgdRJER6NF74Ded53upcozgw/t3kEgk2LNzK3r1HQR9AwNs3bIRUyeOxtIV66GlpaWSsSRVpklKSjIWzZuJrj37wtLKGu/T+yZZfZA9Z6KNcVmeM4mNicGQEWO/L9L54Gf//a+g+muKFC9ZGkHrV+DA3h1o3LQVkhITERy0FgBy/W5lYNn5dj9buWEeyYlp8n1YdqSYTzL97H16gPmEiIjo/xEniRORUtSqVQurVq1CXFwclixZAk1NTbRq1Qq3b99GSkoKqlTJHHjX0tJC+fLl8SCX3XTyomjRonIPEtva2uLOHenKlo8ePYKmpibKlMnc6crDwyPHw515kZCQgG3btiEgICDPn8nYrVIgEOQpvJGREW7cuCH7W6hghawvcXZ2zjFBHABKlMjcKcHAwADGxsbfvZv612RMxgeAuLg4PHv2DD179kTv3r1lx1NTU+UmDGc3Z84cTJs2Te7YwMHDMHjoiPy/YCX59Okjbt74F2PGTZI7LoqMxPLfF6N2nfqoXrMWEuITsC0kCPNmT8P0WfPznFfUXcmSJbF8xQrEREfjjz/+wJw5c7Bk6VLZBMisCwm4urpCS1MTgYGB6N6tW46dxH4GoshIrPh9UXq+qK0wX0jEYggEAowYMwEGBtJBlJTe/TFv9jT0GzgUOnlcROF7nD97GqsCF8v+npRl8jrlr9TUVMydMxOQAAMHDVEY5tOnT5gSMBFVq1ZHw4a/FPAVZrpw9hTWLF8k+3vC1LlK/b5qteqhRGl/iEQROLR3BxbNmYpZC5dDW1s+7796+RzzZkxA2w7dUKqMfy5nK3yePHmCg4cOYvmyZbm2FS7Ozhg1YgTWrl+HTUFB0BAK0bRZU5iZmUIoVH77om51RbsOnWX/dnP3RGJiIvbv3ZljkvjsBb8jISEBjx/dR/Cm9bC1s0P1mnWUck3nz57C6uWZaTRxKuvT7NQtH6nCxbMnsW7FAtnf46bMV8r3/HvlL9y7dQPzlm3MNUzJMuXRqfsArFuxEMsXzYSWlhZa/tYVD+/dgkDwbfcqP5M5C5am1ysPsGXTOtja2aN6zdqqvqw809TUxPQJo7Fg2So0a98tfWfyEihftrTccpu/Nqwn+7ebizPMzcwwatI0vA17D3tb9d3t53tI2+FDCPxCO5yhdatWaFC/PsLDw7F12zYsXLQI06ZO/b+51/tRSUlJCFy6EL5+RTFq7ESIxWLs37sLM6ZOwMKlK5V6X1PQ/VdAuoP47Knj4OjkjHYdu8uOSyRipKamomffIbI+6/Cxk9GrUwvcvX0Tpct+faHB76FO7WzpMv7o2qMvVi9fiqUL50BLSxtt23fC/Xt3IExvY4xNTNCsZRvZZzy9fBAZEYH9e3cVyCRxZfrSuMmhQ4eQEB+Ptm3bquTa1CmfZOjReyDadeiKd29fIzhoPTauW4l+A4cBAOwdnGDv4CQL6+NXDO/D3uHQ/j0YPnqCiq44/+RlnOD/3aYjf+LklVCsHdcPOtrSRTQyxt1rlCmKjg2rAwC8ne1x+8l/2PvnP2o5SfzGX0ewZ8NU2d89x6z64XPu3zQT718/wcApwTneK1PlV3gVq4yYqI84f3QTgn8fiUFTQ6Clrby2Vt1oampi2oQxWLhsJZq37yrXr/0ZVpEPOnQKJ/++iTWTBsnKToZyfp7YNnsMomLjsP/sZYwPDELQtBE5JsL9vysMeURdx5IiPn3E9MljULlqDdRv+GuBfrc6pYlEIgYAtG7XEZWq1AAADB4+Fr26tMXlv86hQSPFi33mt/PZ7nUmFtC9zqyp49Pvdbop/fvox6lT2cnq06ePCL1xDaPGTVb1peQrtsNST6bNg8/cKah45iAkEgkS/nuDsN0HYdu2uSxM5Lm/ZP+Oe/gEMaF3UPmvP2DVuAHCdu1XwVXLU7ey06xF5liBi6s7NDU1sXr5YnTu1htaWvn/nIU6jRGIJRKkpqaiV79BKJ0+njZy7CR079gad2+HonRZ/wIZS1KnNAnetB4Ojs6oWbtermHE6c+ZDJd7ziQZ82dPQ9+Bw5Q6HpuVOqWbKqiiv5YbJ2dXDB4xHkHrViAkaC2EQg00btoSpqZmSv0dQ53yQGEpO+qUZgVBneKrLnmEafJ91CndCoI6xVdd88nP3qcHmE+IiIh+BpwkTkRKYWBgAA8PDwDAxo0bUbJkSWzYsAH+/sqZqJV9dyWBQACxWJzv37Nnzx7Ex8ejS5cuef5MxuR3V1fFKydnJxQKZWmX/bgk2xMpKSkpOcIZGCjeSSY/0kggEHzzNXz+/BmAdMf4ChUqyIX70g5h48ePx4gR8hPC/3uT90ntxsYmEAqFiMq200NUlAim5ooXCDA1M0NUVPbwUTBLX7U1Y2GBKJEI5uYWcmHc3HI+dHj65AkYGRmjfEX5XeePHjkIfQMDdO+ZufvviNHj0aNLezx69AA+Pn55juePMjY2hlAozLE7U5RIBPNcFlIwMzPLma4iUY6FF3R1dWFnZwc7Ozv4+PqiV8+eOHHiBNq1a6fwvN4+PkhLS8OH8HA4ODj8QKxy96V8YWZurvAzpmbmCvKFKA/5QgTX9HxhZmaO6OgouXOkpaUhNjZGtmPdsSMHoW9giG49+8rCDB89Hj27/IbHjx7A28cPZubmMLcoIhv0AAAHRydIJBJEfPoIO3vlpBsAlK9QGV7evrK/U1KSAeSMd3SUCK5uOeswADDKJf2jv5D+6iij3HxLPjLLpX7JvmNhxoPf4eHhmD1nvsLdwSIiIjBh3Gj4+Pph0JBhPxaZH+RfoQo85fKFtE2IEkXCLFu+cPlivtDIkT7RUaIc6WNgYAgDA0PY2TvAy9sPXdv9iiuXL6JazbqyMK9fvcTUiSNQt2ETtP4t7+11fsvMJ1Fyx6OiomCWSzskzScKwqfXM3fv3UNUVDQ6d+0me18sFmPd+g3Yf+AgtgRtAgDUqlUTtWrVhEgkgq6uLgQCAfbvPwAbG+VP1iuousLMzAypqSn4/Pmz3MqjitqjrLy8fbFrezBSUpLlBtWtbWwBAC6ubogSibBj62alTRIvX6EKvLwz2/qMNIpW2I58OY2iFbRP2ctNYcQ2ByhXoSo8FeWTKBHMzDN3GYyOEsHFVXEaGKfXr9HZdhqPjoqEqZk0He/euo4P79+ie7tGcmEWzZkEX78SmDJ3OQDg1xa/oXHzdhBFRsDQ0Ajh4WHYvnkNrGzsfjyyCq9bPftr3yJ7vbJ962alTRI3MTZK79NHyx0XRUXBPNsOexnMTU1lu4Znho+W20nby8Md65YtxOe4OKSmpsLUxAQDRo6Dt0fuE658vaW7V75T8STx3O5zRFFRX+yv5UyT7O1wFLp07Sp7XywWY/369Thw4AA2BwXJjpuYmMDExAQODg5wdHJCly5d8PDhQ/j6+qKgqKos5cWFc2cQHv4e8xcHyhbGGzlmIjq2bY4r/1xC9RrKW1ChoPuvCfHxmBkwGrp6+hgzaSY0NTOH4zO+z9HJWXbMxMQURsYm+PRRebtGq1t/rVnLNmjaojVEkREwMDRC+If3CA5aD2tb21zj4OXti1s3r39DrL+fqsZNbt26hYcPH6JZU/lJRUOHDEGtWrUwctQoKJO65RMAMDM3h5m5ORwcnWBoZIwJo4eibfvOcteTlae3Dx7cu/sNsf5+qh4nKAxMjQygIRQiIvqz3PGI6M8o8pWJMFuOnUPQ0bNYNaYPPJ0y+5+mRgbQ0BDCzc5aLryrnRVCH7/Iv4vPR35la2GER3HZ36mp0nYoNvoTjM0yF379HB0BO2efr55v36aZuH/zPAZM3gxTi5x9Lz19I+jpG8HS1hnOniUQ0Lsy7v57GqUrN86H2OS/zH5tlNxxUVT0V/q1CvrB2fq1a5ctkuvXDhw5Dl5f6Neqi4yyExkdK3c8MiYWFl8pO8FH/0TQ4TNYOX4APJ3sc7yvp6sDRxtLONpYorinC1qMmIGD5/5B92a5P5inaj9rHlHHsaTIiE8IGD8CPr5F0X/wyG/+/I9SpzQxSx9jcXBykR3T0tKGtY0tPippsW5FpGmS814nWhT5zWkSlW0sSVGaJMTHY0bAGOjp6WHspBly9zqkvtSp7GT156njMDQyhn8F9VoIjO1wTikiEcSpqdAuIn8fpm1pgeSPnxR/JlKEO32GQaijDU1TUyR/CIf7uGFIePUm1+9JjYlF/Iv/oOfimK/X/73Utexk8PL2RVpaGsI/vJdbQC2/qNMYgXl6WjlmaXczxtM+fmE8Lb/HktQpTW7fvolXL1+g5a/n5c7T5bfmaPNbJ7Tv1A3m5hYKnjNxLpDnTLL62X//K+j+2tdUr1kX1WvWRZQoEjrpzxQcPrAbNkr47S8Dy863+9nKDfNITkyT78Oyw3yS3c/epweYT4iIiH4G3PKJiJROKBRiwoQJmDRpEtzd3aGtrY1Lly7J3k9JScG1a9fg56ecibHe3t5ITU3FzZs3ZceePn2a4+HOvNiwYQOaNm2qcKduRcRiMZYtWwZXV1eULl36m78vK0tLS8TGxiIuLk52LDQ09IfOmRttbW2kpaUpvIawsDDZ30+ePEF8fPwXz2VtbQ07Ozs8f/4cHh4ecq8vTZzX0dGBsbGx3Ev7G1b+0tLSgoeHF27dytyVXSwW43bozVwnYfv4+OF26E25Y6E3r8vCW9vYwszMHLduZYaJj4+TTuD1lT+nRCLBmdN/oFadejkejEhKSpLtiJUh48F4ibhgt6bQ0tKCh6cnbmXJS2KxGKGhofDJZQKDj69vjrx38+bNXMNnPa+iRQUyPH/2DEKh8Is7zP8oLS0tuHt44XaW/8OMfOGdS77w9vHD7dAbcsdCb16Xhc/IF7ez5LXs+cLbxw9xnz/j6ZPHsjC3b92ERCKBl7f0gc+kpMQcK/Jm5Atxer7w9SuGyMgIJCQkyMK8e/sGQqEQFkXyVi99Lz19fdja2ctejk4uX413dpnpn71c3sg1/dWRtH7xxK1bobJjYrEYt0JD4eOTS7nx8UNotvrl5s0bcuEzHvx+9+4tZs2eC2Nj4xzn+fTpE8aPHQUPT08MGz5SlkdURZovHGQvRycXmJqZ4062fPHk0QN4+xRVeI6MfHEnNPOH+Yx84ZXLZ6QkkEAiV6+8+u8Fpowfhpp1GqBj194/HL8foaWlBU8PD4RmyyehoaHw9VH8oLevjw9CQ2/JHbtx86YsfJ3atbFqxXKsXB4oe1lYWKB1q5aYNXNGjvOZmZlBT08P5y9cgJaWFsr8YF8kLwqqrnD39IKmpqZc/fz2zSt8/BgOb9/c882L509haGj0xVVXJRLJF9urH5XXNMpLuckaf7FYjDuhN3L9TGHCNkeaBjZ2DrKXg5MrTM0scCf0X1mY+Pg4PH10H54+xRSeQ1NLC24eXrhzS75+vXvrOjzT80nzNp0wP3Az5i3bJHsBQNdeg9F/mPyumwKBAOYWRaCto4PL50/DwtIKbu5e+R11te6vfS+xRIxUJdYrWlpa8PJww43bdzK/UyzGjVt34OftrfAzfj5euHHrjtyxf0NvoahPzv9TQwMDmJqY4M27MDx++hyVK+S++Nuz5y8BINcJGgUlsx3ObFfz1g6Hyh27ma0dXrliBVYsXy57WVhYoFWrVpg1c2au1yJJX5xNmW2LIqoqS3mRcU+c9f5HKBRCIFD+PXFB9l/j4+MwPWAkNLW0MH7ybGhn27XVx086SfDtm9eyY7GxMYiNiYallfIWWVDH/lpGG6Ojo4OL5/9EEUsruLl75hqHF8+fFtgDOKoaN+nXrx+Wr1ghe02fPh0AMG78eHTNsliFsqhjPskqL3Xri2fPCjafqGicoLDQ0tSEj4s9rt1/KjsmFotx7f5TFPdwzvVzm4+exfpDZ7B8ZC/4ucpPENHS1ERRV0f89/6j3PH/3n+ETZHcFw9TJV09AxSxcZa9rO3dYWRaBE/uXZGFSYz/jFfPbsPZs2Su55FIJNi3aSbu/nsG/SZuhIVVHh6GkgCQSJCa/uCXOpL2a91xM1u/9uat2/DzVnzvIe3X3pY7dj30Nvx8cvaDM/u17/D46TNU+UK/Vl1oaWrCx9URV+9l3qeIxWJcu/sYJTxdcv3c5sNnsH7/CQSO6Qc/t7w9VCiWSJCcmvqjl6xUP2seUbexpIhPHzFp3HC4e3hh0LCxKhmjVqc0cff0gpaWFt69eSU7lpqaivDwD7Cysv7CJ/NXbvc6OdPkfq73hNI08c6RJrdDr8t9Jj4+DtMCRkFTS1PhvQ6pL3UqOxkkEgn+PPUHatWur3aLDbAdzkmSkorYuw9gVjnL5gACAcwqV0DMjVu5fxCAOCkZyR/CIdDUhGXDuvh06lyuYTX09aDn7IjkcMUTzwuaOpadrF48f5r+nIVy7oPUaYzAx69Y+nFF42m5t7v5PZakTmkyduJULFm+TvYaOES6gM/sBb+j0a/NAEjTTVXPmWT1s//+V5D9tW9hamYOPT19XLpwFlpa2ihZuux3nScvWHa+3c9WbphHmCb5hWWH+SS7n71PDzCfEBER/QzUa4SdiP5vtWnTBqNHj8aqVavQv39/jB49Gubm5nBycsL8+fMRHx+Pnj17KuW7fXx8ULduXfTp0werVq2ClpYWRo4cCT09vRwTMr/k6dOnuHDhAo4dO5ZrmIiICLx//x7x8fG4e/culi5diqtXr+Lo0aNf3DU7LypUqAB9fX1MmDABQ4YMwZUrVxCUZaey/OTi4oLPnz/jzJkzKFmyJPT19aGvr4/atWtj+fLlqFSpEtLS0jB27NgcO5QrMm3aNAwZMgQmJiZo2LAhkpKS8O+//0IkEuXYLTw/NWvRCksXz4eHpze8vLxx6OA+JCYlok69hgCAJQvnwtyiCLp27wUAaNKsJSaMHYH9+3bD378CLpw/i6dPHmPg4OEApA8tN23eErt2bIWdnT2srW2wNTgI5hYWqFhJfmXz27du4sP796jfQH5XRgAo518Bhw7sxY5twaheoxYSEhKwZfMGWFlZw81d8QpsytSiRQssXrQInp6e8PL2xsEDB5CUlIR69aQrlS9cuBAWFhbo3r07AKBZs2YYO2YM9u3dC//y5XH+/Hk8efIEg4cMAQAkJiZix44dqFihAszMzRETE4Mjhw8jIiIC1apVAwA8ePAAjx4+RImSJaGnp4eHDx5g7dq1qFWrFoyMvrzy+o9q1qI1fl88Dx6eXvD08sHhg3uRmJSIuvUaAJDmCwuLIuiSJV9MHDscB/btQjn/irh4/iyePXmMgYOleVcgEKBJer6wtXOAtbUNtgVvgrlFEVSsVBWAdGe4MmX9sWLZIvQfNBxpqalYu3IZqlWvBQsL6W6g5fwrpueLLaheozYSEuIRvHmjXL6oXrMOdm4PwbIl89G+U1fERscgaMMa1KnXEDrfsIhCfpDGuxV27wiBnZ09rKxtZfGukB5vAAgYPxIVK1dF4yYtAADNWrTB74vnwsPTWy79M8olAIgiIyESReL9u7cAgP9ePoeenj4sraxgZKQeD0Q3b9EKSxYvkJYbLx8cTK9fMvLRooXzYWFhgW7dpW1b02bNMW7sKOzbtwf+/uVx4fw5PH3yGIMGDwUgfWhszuwZePb0CSZPnQFxmhiiSOnqz4ZGRtDS0pJOEB83ClZW1ujRsw9iojN3wFGXFUoFAgF+bdYGe3Zsga2dA6xsbLA9eCPMzC1QPku+mDphOMpXqoZfmrQEADRp0RaBi+fA3dMHnl4+OHJwD5ISE1C7nrQOfR/2Dpcv/omSpf1hbGKKiE8fsX/3Vmhr66Csf0UAwKuXzzFlwnCUKuOPJs3bQhQZAQAQamjAxMS0YBMiXcsWLbBw8WJ4enrC28sL+w8eRGJSIuqn168LFi6ChYUFenTvBgBo3qwpRo8dh7379qG8vz/Onb+AJ0+eYujgwQAgWzQlKw0NDZiZmcHRIfOB8EOHD8PX1xd6unq4cfMmNmzciO7dusmtzllQlFVXGBgYom79Rti0biWMjIygp2+AdauXwdvXTzbofPXKZUSLRPDy8YO2tjZCb/6LPTu3oXmrtrLvPXb4AIpYWcEhfRXWe3dv48DeXfi1aYuCSqL0ctMau3cEw9bOHtY2ttgWvBHm5vJpNHnCCFSsVA2/pKdR0xZtsGzxXLh7esHTyxdHDu5BYmLO+jRKFImwMPn6tEiW+vRj+Ad8jo3Fx48fIBaL8eKZdNKGjZ099PT0CioZvuhnb3MAaRr80qwN9u/cDFt7R1hZ22JnyHqYmVvAv1I1WbgZE4bCv1J1NGzSCgDQuPlvWLlkFtw9feDu5YtjB3chKTEBNetKdw40NbOQ7SqeVRFLa7ldwg/t3YZSZStAIBDg6uULOLAnBMPHTofwB+9xcqOu/TUAePXqJVJTUhEbG4uEhHg8Ty8zGf21o4cPwDJHvbJb6fVKm+ZNMHfJcnh7uMPHywN7Dx5FYmISGtatBQCYs3gZilhYoHfXjgCAlk1/wfDxU7Br/yFULFcWf178C4+fPsfIQf1k5zz312WYmhjDytISL17+h+XrNqFKBX/4lykFAHgb9h5/nr+ICuXKwNjICM9e/oeV64NQoqgf3F1dlBrfvGjRogUWZWmHDxw8+NX7nDFjx8ra4Yz7nCF5aIcd0tvhhw8f4vGTJyjq5wdDQ0OEhYUhODgYtra2X50cqgyqKEuAtG2JjY3Fx4/hSBOLZeXENr1tKVW6LII2rMGalcvQuElzSCQS7N21HRoaGiheslSBppGy+q/x8XGYPmkUkpISMXTUJMTHxyE+Xrron7GJKTQ0NGBn7wj/ilWxcW0g+g0aBX19fYRsXgs7BycUK6H8xX2ypoGq+msAsH/PDpQuWx5CoQB/X/oL+3Zvx6hxk2XjaH+ePgFNTU3ZpPG/L1/EmVN/yB4WKAiqGDexsrKSu4aMfpmtrS2K5HHxyvykynzy77V/EC0SwcPLB7p6enj930sEbVgDX79isLaWLqhw6MAeWFvbwsnZBcnJyTh14iju3L6JKTPnF1gaqWKcAADCw8PT+/PhEIvFeP7sGQDA1s5ObfrzGTo1rI4p63bC19UBxdwcse3ERSQkJaNpNekkzMlrtsPSzASD2/4CAAg6ehar953ArH4dYFvEDJ+iYgAA+ro60NeVjoN1blQD41duRWlvN/j7uuPy7Ue4GPoAa8b3U3wRakYgEKBaw844s38NLG2cYG7pgD92B8LY1ArFytWRhVs9qweKlauDqg2kfbl9m2bg5uVj6D4yEDp6+oiJkk6U19M3gpa2LiI+vEboP3/Au3hlGBibITryA/48tB5a2jrwKVVdJXHNq9bNm2DekkB4ebjDx8sTew8eQWJiEhrUrQ0AmLt4GYpYmKNX104AgJZNG2P4+Mnp/doyOHvxEh4/fYYRWfq15/+6DBMTY1hZFsGLl6+wYt1GVKngj3Lp/Vp117FRTUxdsxV+rk4o6u6EbX+cR0JSMprUkE7OmrwqBFZmJhj0WxMAQNDh01iz5xhmDuwCW0vzHGUnITEJGw+eRPUyxVHE1BhRn+Ow69RFfBRFo26FUqqKZp4xj6h2LCni00cEjB8OS0trdOvZT23GqFWZJvr6BmjwS1Ps2BqEIpZWsLSyxoG9OwEAlavWLLhEyCYjTfbsCJbev9nYYnvwBpibF5G715kyYQQqVKqa5V6nDQIXz0nvv/ni8ME9SEpMlLvXmTZpFJKTkjBs1ESF9zoAEPbuDRITEhAlikRycjJePHsCQLrjel5+W1Y3Ggb6MPDInOyr7+oA45I+SI6MRuLrsC98Ur2pemwaAO7cuoEPH8JQt0HjAor1t2E7nNPr9Vvgu2gmYu/cR0zoHTj27AQNfT28230AAOC7aBaSPnzA8/nLAADGpYpDx9oKsfcfQsfGGq7D+kMgFOLVmk2yc3pMGIlPZ84h8W0YtK0s4TZ8ACRpafhw6LgqovhVqiw7Dx/cw5NHD1CsRCno6enj0cN72LhuJarXqgtDJT9nkTX+qhojsHdwRPmKVbBhzXIMGDwCevoGCA5aB3sHRxRPH09TxViSKtPE1tZe7lpiYqT9MwdHZ9lvw9Vr1sGu7cEIXDIP7Tt1Q0x0NDar6DmTrH723/+U1V8DAFFkRLa65AX09PRQxMpaFv9jh/fB27cY9PT0cOvmv9i8cTU6d+sDA8OCqUsy0oBl59v8bOWGeYRpkl9YdphPsvvZ+/QZacB8QkRE9P+Fk8SJqEBoampi0KBBmD9/Pl68eAGxWIzOnTsjNjYW5cqVw4kTJ2BmprwVsLZs2YKePXuievXqsLGxwZw5c3Dv3j3o6urm+RwbN26Eg4MD6tevn2uYunXrAgD09fXh7OyMWrVqYe3atfDw+PGJv+bm5ggJCcHo0aOxbt061KlTB1OnTkWfPn1++NzZVa5cGf369UO7du0QERGBKVOmYOrUqVi0aBG6d++OatWqwc7ODr///juuX7/+1fP16tUL+vr6WLBgAUaPHg0DAwMUL14cw4YNy/drz6pajVqIjonGtuAgiEQiuLm5Y+r0ObK89vFjOARZdjjw9SuKkWMmYOuWTQgO2gg7e3tMCJgGZ5fMHc9btm6HxMRErAhcgrjPn+FXtBimTp8LbW35HUlPnTgOH9+icHDMuTp4yVKlMXLMBOzbsxP79uyEjo4uvH19MXXGHJXcvNaoUQMx0dEIDgmBKDISbu7umD5jRmY6hYdDmGVBBT8/P4wZOxZbNm9GUFAQ7O3tERAQABcXFwDSHeDevH6NWadPIzo6GsbGxvDy8sKCBQvg7CzdGUhLSwvnz5/H1q1bkZKSAmtrazRv0QItWyh/Ul61GrUQkyVfuLq5Y8r0uTA1kz7A9OljOITCzPhK88VEhGzZKMsX4wOmZ8sXvyExMRErAxcj7vNn+BYtjinT58jlixFjJmDtykAETBgFoUCISlWqoXe/QbL3S5QqjRFjJmD/np3YL8sXfpgyY64sX+jp6WH6rPlYuyoQI4cOgJGRMapWq4GOXXooO9kUaqEg3pOzlYf3Ye/kHhSrWqMWomOisD14U5b0nydLfwD449gh7Ny2Rfb3xDHDAACDh4+RG1BTpeo1aiI6JhohwVvS6xc3TJ8+S65+yZ6PRo8Zj+AtQdgStAl29naYGDAVLun5KCLiE6788zcAYMig/nLfNXvuApQoURKhN28g7N07hL17h25dOsiFOXLspDKj+02at26PxMQErA5ciLi4z/DxK46AGQvkdhN5H/YOsTGZ+aJK9dqIjo7CjpCNiBJFwtXNA5OmL5DlC21tbdy/dxtHDu5B3OdYmJiawa9YScxeuAImptI0//vSecRER+HC2VO4cPaU7NyWVjZYvWlnAcVeXo0a1REdE43g4BBZPpk5fbosn4R//AiBUL5+HTtmNDZvCUZQ0GbY2dtjcsAkWf2aV48ePUZwyFYkJiTAwdERgwcNQt06tfMzat9EWXVFjz4DIRAIMW/WVKSkpKB02XLoO2CY7H1NDU0cO3IQG9atBCQS2NjZo0fv/qjXMPNhM7FEjJCg9fjw/j00NDRgY2uLLj16o0GjJspNlGykaZSAVYGLEBf3Gb5+xREwY17ONMpSbqpWr42Y6GjsCAmCSBQJVzd3TM6WRieOH8LObZtlf08cK51wMnjYWNROr0+3h2zC2TMnZGFGDOkNAJgxZwmKlSillPh+j5+5zcnQtFVHJCUmYm3gfMTHfYa3X3GMn75Irn798P4tYmOiZH9Xrl4HMdFR2BWyHlGiSLi4eWD89EVyaZAXodf/wf5dW5CSkgxnVw+MnjQHpctVyq+o5aCu/TUAmDF5AsLDP8j+Hj64LwDg4LEzAKS7HwUHbZCrV7r26I0GjX7N/4TKola1KoiKjsGmrTsgEkXB3c0F86ZNlO3oHf7xE4SCzHufYr4+mDhqKDaG7MCGLdtgb2eL6RPHwNU58/4lMlKEVRs2QxQVDXMzU9SvXQOd27WWva+lqYnroXew99BRJCQmwaqIBapXrohO7VopNa55VaNGDUTHxCAkOBiRIhHc3dwwI0c7nJkm0nZ4DDZv2aLwPicvdHR0cPnSJYSEhCAxMRHm5uYoW7Ysxv/2G7RV8BC8qsrStpAg/Hk6s3+aUU5mzl2E4iVKwcHRCZOmzMSObcEYO3IwBAIh3Nw9MGXGXJib51y4QtmU0X99/vQxnjy6DwAY2Eu+775q4w5YWdsCAIaMnIBNa5dj9tSxEAiFKFqsJAKmLyjw3dNU1V8DgBv/XsXunVuRmpICF1d3jA+YgbL+FeTC7Noego/hH6ChoQF7B0eMGheAylVrKCcxFFDFuIk6UlU+0dHWwckTR7Fh3UqkpqSgSBErVKxSFS3bZJat1JRUbFq/CpERn6CjowtnVzdMm7UAxUsW3IILqhgnAICtIZtx5nTmPfCQwf1zhFEX9SuUgigmDqv3nUBEdCy8nOwQOKoXLEykDz29j4ySu0fe8+ffSElNw5jlwXLn6dO8Hvq2kI7R1y5XHBO6tcSmI2exMOQAnG0tMX9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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "corr_df = enhanced_Interaction_Customer_Transactions.corr()\n", "plt.figure(figsize=(50, 50))\n", "sns.heatmap(corr_df, annot=True, cmap='coolwarm')" ] }, { "cell_type": "markdown", "id": "41e3e52b-4b6e-4a62-a12a-1acac141d014", "metadata": { "tags": [] }, "source": [ "## Online Activity Sheet" ] }, { "cell_type": "code", "execution_count": 94, "id": "25e3026e-a7d0-42e7-ba36-8f9c7e106bfb", "metadata": { "tags": [] }, "outputs": [], "source": [ "Online_Activity = data['Online_Activity']" ] }, { "cell_type": "code", "execution_count": 95, "id": "5d9910e8-08d0-49d5-9764-bc2a3ad601df", "metadata": { "tags": [] }, "outputs": [], "source": [ "Online_Activity = Online_Activity.merge(data['Churn_Status'], how = \"left\", on = \"CustomerID\")" ] }, { "cell_type": "code", "execution_count": 96, "id": "f4158aa7-fde3-4748-b294-2dacb962279b", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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CustomerIDLastLoginDateLoginFrequencyServiceUsageChurnStatus
012023-10-2134Mobile App0
122023-12-055Website1
232023-11-153Website0
342023-08-252Website0
452023-10-2741Website0
..................
9959962023-01-2938Mobile App0
9969972023-04-015Mobile App0
9979982023-07-1047Website0
9989992023-01-0823Website0
99910002023-08-1322Mobile App0
\n", "

1000 rows × 5 columns

\n", "
" ], "text/plain": [ " CustomerID LastLoginDate LoginFrequency ServiceUsage ChurnStatus\n", "0 1 2023-10-21 34 Mobile App 0\n", "1 2 2023-12-05 5 Website 1\n", "2 3 2023-11-15 3 Website 0\n", "3 4 2023-08-25 2 Website 0\n", "4 5 2023-10-27 41 Website 0\n", ".. ... ... ... ... ...\n", "995 996 2023-01-29 38 Mobile App 0\n", "996 997 2023-04-01 5 Mobile App 0\n", "997 998 2023-07-10 47 Website 0\n", "998 999 2023-01-08 23 Website 0\n", "999 1000 2023-08-13 22 Mobile App 0\n", "\n", "[1000 rows x 5 columns]" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Online_Activity" ] }, { "cell_type": "code", "execution_count": 97, "id": "38c964d9-ef88-4601-8dc4-f619de19aa07", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.violinplot(x=\"ChurnStatus\" , y= \"LoginFrequency\"\n", " , data=Online_Activity, cut = 0)\n", "plt.yscale(\"log\")" ] }, { "cell_type": "code", "execution_count": 98, "id": "670552d6-98e4-44a3-a7b8-81ddde210796", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=Online_Activity, x=\"LoginFrequency\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, False), alpha=0.5)\n", "\n", "plt.title(\"Distribution of LoginFrequency by Churn Status\")\n", "plt.xlabel(\"Total times (Log Scale)\")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) \n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 99, "id": "ec3be594-ce90-42cf-9700-4270234a4004", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "sns.boxplot(x=\"ChurnStatus\", y=\"LoginFrequency\", data=Online_Activity)\n", "plt.title(\"Login Frequency vs. Churn Status\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 100, "id": "f01f4875-d4c0-4b5f-ae33-3093d7765311", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from datetime import datetime\n", "\n", "Online_Activity[\"DaysSinceLastLogin\"] = (Online_Activity[\"LastLoginDate\"].max() - pd.to_datetime(Online_Activity[\"LastLoginDate\"])).dt.days\n", "\n", "sns.boxplot(x=\"ChurnStatus\", y=\"DaysSinceLastLogin\", data=Online_Activity)\n", "plt.title(\"Days Since Last Login vs. Churn Status\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 101, "id": "e2a4735c-2f82-4758-80d6-0bd8e0c7a3e6", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,6))\n", "\n", "sns.histplot(data=Online_Activity, x=\"DaysSinceLastLogin\", hue=\"ChurnStatus\",\n", " bins=30, kde=True, log_scale=(False, False), alpha=0.5)\n", "\n", "plt.title(\"Distribution of DaysSinceLastLogin by Churn Status\")\n", "plt.xlabel(\"Total DaysSinceLastLogin (Log Scale)\")\n", "plt.ylabel(\"Count\")\n", "plt.legend(title=\"ChurnStatus\", labels=[\"Retained (0)\", \"Churned (1)\"]) \n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 102, "id": "04f24903-ff46-4071-bc83-f9b9f2792b15", "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.countplot(x=\"ServiceUsage\", hue=\"ChurnStatus\", data=Online_Activity)\n", "plt.title(\"Service Usage vs. Churn Status\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 103, "id": "0a9edc3c-4316-43a2-b53a-2de552687974", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T-test for LoginFrequency: p-value = 0.0098\n" ] } ], "source": [ "import scipy.stats as stats\n", "\n", "t_stat, p_value = stats.ttest_ind(\n", " Online_Activity.loc[Online_Activity[\"ChurnStatus\"] == 1, \"LoginFrequency\"],\n", " Online_Activity.loc[Online_Activity[\"ChurnStatus\"] == 0, \"LoginFrequency\"]\n", ")\n", "print(f\"T-test for LoginFrequency: p-value = {p_value:.4f}\")\n" ] }, { "cell_type": "code", "execution_count": 104, "id": "d9827eae-0c84-4bd0-bf92-7bb14580dfa4", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "T-test for DaysSinceLastLogin_Normalized: p-value = 0.7749\n" ] } ], "source": [ "import scipy.stats as stats\n", "\n", "\n", "t_stat, p_value = stats.ttest_ind(\n", " Online_Activity.loc[Online_Activity[\"ChurnStatus\"] == 1, \"DaysSinceLastLogin\"],\n", " Online_Activity.loc[Online_Activity[\"ChurnStatus\"] == 0, \"DaysSinceLastLogin\"]\n", ")\n", "print(f\"T-test for DaysSinceLastLogin_Normalized: p-value = {p_value:.4f}\")" ] }, { "cell_type": "code", "execution_count": 105, "id": "dac70c4b-c722-4d15-a0db-497d47d2e534", "metadata": { "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Kai squared statistics: 2.8469\n", "P value: 0.2409\n", "ServiceUsage and ChurnStatus have no obvious correlation\n" ] } ], "source": [ "import pandas as pd\n", "import scipy.stats as stats\n", "\n", "contingency_table = pd.crosstab(Online_Activity[\"ServiceUsage\"], Online_Activity[\"ChurnStatus\"])\n", "\n", "# Kai^2 test\n", "chi2, p, dof, expected = stats.chi2_contingency(contingency_table)\n", "\n", "\n", "print(f\"Kai squared statistics: {chi2:.4f}\")\n", "print(f\"P value: {p:.4f}\")\n", "\n", "\n", "alpha = 0.05\n", "if p < alpha:\n", " print(\"ServiceUsage and ChurnStatus have obvious correlation\")\n", "else:\n", " print(\"ServiceUsage and ChurnStatus have no obvious correlation\")\n" ] }, { "cell_type": "code", "execution_count": 106, "id": "4e1bdf91-ba9e-415d-9221-9e47e5d31412", "metadata": { "tags": [] }, "outputs": [], "source": [ "\n", "Online_Activity[\"LoginFrequency_Ratio\"] = Online_Activity[\"LoginFrequency\"] / Online_Activity[\"LoginFrequency\"].max()\n", "\n", "Online_Activity = pd.get_dummies(Online_Activity,columns=[\"ServiceUsage\"], drop_first = True)\n" ] }, { "cell_type": "code", "execution_count": 107, "id": "08f995c8-0ea2-476d-81cf-bb91bdc6dc63", "metadata": { "tags": [] }, "outputs": [], "source": [ "Online_Activity = Online_Activity.drop(columns=[\"LastLoginDate\"])" ] }, { "cell_type": "code", "execution_count": 108, "id": "57f5e8f2-53f6-4665-b004-dc97733e9654", "metadata": { "tags": [] }, "outputs": [], "source": [ "Online_Activity[\"LoginCategory\"] = pd.cut(Online_Activity[\"LoginFrequency\"], bins=[0, 15, 25, 45, np.inf], labels=[\"Low\", \"Medium\", \"High\", \"VeryHigh\"])" ] }, { "cell_type": "code", "execution_count": 109, "id": "c5637efd-1301-4518-8c2f-1b4c8abd4efd", "metadata": { "tags": [] }, "outputs": [], "source": [ "Online_Activity = pd.get_dummies(Online_Activity, columns=[\"LoginCategory\"], drop_first=True)" ] }, { "cell_type": "code", "execution_count": 110, "id": "a31f5371-2745-48e9-ac34-598da194751d", "metadata": { "tags": [] }, "outputs": [], "source": [ "enhanced_Interaction_Customer_Transaction_Login = enhanced_Interaction_Customer_Transactions.merge(Online_Activity.drop(columns=[\"ChurnStatus\"]), how = \"left\", on = \"CustomerID\").T.drop_duplicates().T" ] }, { "cell_type": "code", "execution_count": 111, "id": "7240ee71-ddfa-49f8-b781-5c110058b23c", "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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1265121.8987963.07147838.16131633.0513010 days 00:00:000.192992True...FalseFalse5260.102041FalseTrueFalseFalseFalse
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3421021.898796-17.033005-14.64043233.051301138 days 00:00:000.192992True...FalseFalse21280.040816FalseTrueFalseFalseFalse
4521021.898796-17.033005-30.394573-9.4216980 days 00:00:000.0True...FalseFalse41650.836735FalseTrueFalseTrueFalse
..................................................................
995996540-23.09653920.9518410.86011433.0513010 days 00:00:000.0False...FalseFalse383360.77551FalseFalseFalseTrueFalse
99699719021.8987962.2382-14.640432-27.0496980 days 00:00:000.0True...FalseFalse52740.102041FalseFalseFalseFalseFalse
99799847021.8987966.25733738.16131633.0513010 days 00:00:000.0True...FalseFalse471740.959184FalseTrueFalseFalseTrue
99899923021.898796-17.033005-14.640432-27.0496980 days 00:00:000.0True...FalseFalse233570.469388FalseTrueTrueFalseFalse
999100034021.898796-19.062154-14.64043233.0513010 days 00:00:000.0True...FalseFalse221400.44898FalseFalseTrueFalseFalse
\n", "

1000 rows × 53 columns

\n", "
" ], "text/plain": [ " CustomerID Age ChurnStatus Zscore_Genderdiff Zscore_Age_rangediff \\\n", "0 1 62 0 21.898796 3.071478 \n", "1 2 65 1 21.898796 3.071478 \n", "2 3 18 0 21.898796 2.2382 \n", "3 4 21 0 21.898796 -17.033005 \n", "4 5 21 0 21.898796 -17.033005 \n", ".. ... .. ... ... ... \n", "995 996 54 0 -23.096539 20.951841 \n", "996 997 19 0 21.898796 2.2382 \n", "997 998 47 0 21.898796 6.257337 \n", "998 999 23 0 21.898796 -17.033005 \n", "999 1000 34 0 21.898796 -19.062154 \n", "\n", " Zscore_MaritalStatusdiff Zscore_IncomeLeveldiff Duration_Interation \\\n", "0 0.860114 33.051301 0 days 00:00:00 \n", "1 38.161316 33.051301 0 days 00:00:00 \n", "2 0.860114 33.051301 0 days 00:00:00 \n", "3 -14.640432 33.051301 138 days 00:00:00 \n", "4 -30.394573 -9.421698 0 days 00:00:00 \n", ".. ... ... ... \n", "995 0.860114 33.051301 0 days 00:00:00 \n", "996 -14.640432 -27.049698 0 days 00:00:00 \n", "997 38.161316 33.051301 0 days 00:00:00 \n", "998 -14.640432 -27.049698 0 days 00:00:00 \n", "999 -14.640432 33.051301 0 days 00:00:00 \n", "\n", " Markov_Churn_prob Gender_M ... \\\n", "0 0.192992 True ... \n", "1 0.192992 True ... \n", "2 0.192992 True ... \n", "3 0.192992 True ... \n", "4 0.0 True ... \n", ".. ... ... ... \n", "995 0.0 False ... \n", "996 0.0 True ... \n", "997 0.0 True ... \n", "998 0.0 True ... \n", "999 0.0 True ... \n", "\n", " Rolling_7D_Clothing_bined_Rolling_7D_Clothing_150+ \\\n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", ".. ... \n", "995 False \n", "996 False \n", "997 False \n", "998 False \n", "999 False \n", "\n", " Rolling_7D_Clothing_bined_Rolling_7D_Clothing_40 LoginFrequency \\\n", "0 False 34 \n", "1 False 5 \n", "2 False 3 \n", "3 False 2 \n", "4 False 41 \n", ".. ... ... \n", "995 False 38 \n", "996 False 5 \n", "997 False 47 \n", "998 False 23 \n", "999 False 22 \n", "\n", " DaysSinceLastLogin LoginFrequency_Ratio ServiceUsage_Online Banking \\\n", "0 71 0.693878 False \n", "1 26 0.102041 False \n", "2 46 0.061224 False \n", "3 128 0.040816 False \n", "4 65 0.836735 False \n", ".. ... ... ... \n", "995 336 0.77551 False \n", "996 274 0.102041 False \n", "997 174 0.959184 False \n", "998 357 0.469388 False \n", "999 140 0.44898 False \n", "\n", " ServiceUsage_Website LoginCategory_Medium LoginCategory_High \\\n", "0 False False True \n", "1 True False False \n", "2 True False False \n", "3 True False False \n", "4 True False True \n", ".. ... ... ... \n", "995 False False True \n", "996 False False False \n", "997 True False False \n", "998 True True False \n", "999 False True False \n", "\n", " LoginCategory_VeryHigh \n", "0 False \n", "1 False \n", "2 False \n", "3 False \n", "4 False \n", ".. ... \n", "995 False \n", "996 False \n", "997 True \n", "998 False \n", "999 False \n", "\n", "[1000 rows x 53 columns]" ] }, "execution_count": 111, "metadata": {}, "output_type": "execute_result" } ], "source": [ "enhanced_Interaction_Customer_Transaction_Login" ] }, { "cell_type": "code", "execution_count": 112, "id": "0c80f7f8-0f61-4249-aab9-be45fe76acb4", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/pt/0nf2m3pj1f3b373wsyfc6glh0000gn/T/ipykernel_4706/2591289443.py:3: FutureWarning:\n", "\n", "errors='ignore' is deprecated and will raise in a future version. Use to_numeric without passing `errors` and catch exceptions explicitly instead\n", "\n" ] } ], "source": [ "for col in enhanced_Interaction_Customer_Transaction_Login.columns:\n", " try:\n", " enhanced_Interaction_Customer_Transaction_Login[col] = pd.to_numeric(enhanced_Interaction_Customer_Transaction_Login[col] , errors='ignore') # 'ignore' 让非数值列保持不变\n", " except:\n", " print(f\"failed at {col}\")" ] }, { "cell_type": "code", "execution_count": 113, "id": "ce14c7dd-1369-4593-aa3b-effda1d1defa", "metadata": {}, "outputs": [], "source": [ "enhanced_Interaction_Customer_Transaction_Login[\"Duration_Interation\"] = enhanced_Interaction_Customer_Transaction_Login[\"Duration_Interation\"].dt.days.astype(float)" ] }, { "cell_type": "code", "execution_count": 114, "id": "6638e91e-0fc8-4ffe-8b33-890e804cc9af", "metadata": {}, "outputs": [], "source": [ "enhanced_Interaction_Customer_Transaction_Login.to_csv(\"enhanced_customer_data.csv\", index=False)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.10.13", "language": "python", "name": "python3.10.13" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 5 }